Model eXplorer#
At MemryX, we do not maintain a curated model zoo which limits customers choice. Instead, we recommend customers choose/train their own model(s) and use MemryX automated tools to generate executable DFP files (
.dfp= “dataflow program”).Our automated tools do not modify original source models (e.g. no pruning, no distillation, etc.) and do not require any retraining (or any dataset) to maintain high accuracy. Instead, our tools compile models as they were trained, resulting in dataflow programs that execute with high accuracy and high utilization of available hardware.
The list of models below was created using a model explorer that automatically aggregates, compiles, and tests models from various public online sources on MemryX hardware. Anyone can use these publicly available models, access links for detailed model source information, and either recreate or simply download the compiled DFP. Unless explicitly stated, none of these models were developed by or are owned by MemryX. This model list will evolve over time depending on customer feedback.
Of course, a customer can certainly choose to modify any given model(s) prior to using MemryX tools. For example, if a customer is willing to tradeoff accuracy for performance, one can choose to prune, quantize, and/or distill model(s) and then create an executable for measuring performance & accuracy.
Benchmark Details
SDK Version: 2.2
Compilation: Closed-loop method is used to create DFPs. See Closed Loop Compilation tutorial.
Host: Intel i7-9700T (1.5 GHz), 16 GB RAM
Metrics: FPS and latency reported for Default (14 TFLOPS) and Full (20 TFLOPS) modes. Benchmarks up to 40 TFLOPS will be added in future releases.
Latency 1: Frame-to-frame latency (used to compute FPS)
Latency 2: Full system latency (including host) from initial input to final output
Understanding Model Icons
- Tutorial code
Models featured in step-by-step coding tutorials. See Tutorials.
- Example app (video)
Used in a complete example application that processes video streams. Browse MemryX eXamples.
- Example app (image)
Used in a complete example application for still-image workflows. Browse MemryX eXamples.
- Example app (audio)
Used in a complete example application for audio/voice pipelines. Browse MemryX eXamples.
- Needs Neural Compiler extension
Requires additional extensions to run properly. See Neural Compiler and Neural Compiler Extensions tutorial.
- MXA optimized
Optimized/retrained by the MemryX team for better MXA performance while preserving accuracy.
Models (Below is a partial list of tested models)
Below is a partial list of AI models that MemryX has downloaded, compiled, and benchmarked from public sources. This is not a model zoo; the models remain unmodified (unless explicitly mentioned), and MemryX customers are not restricted to using these models. Customers are welcome to compile additional models as needed. For guidance, see the Neural Compiler and Tutorials pages.
Object Detection
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 |
CenterNet(DLA) |
512×512×3 |
17.1 M |
ONNX |
104 |
147 |
9.6 ms |
6.8 ms |
21.3 ms |
15.6 ms |
|||
2 |
CenterNet-MobileNet-v2-kpts |
320×320×3 |
2.3 M |
ONNX |
809 |
809 |
1.2 ms |
1.2 ms |
3.8 ms |
3.8 ms |
|||
3 |
CenterNet-MobileNet-v2 |
320×320×3 |
2.3 M |
TensorFlow |
839 |
935 |
1.2 ms |
1.1 ms |
3.8 ms |
3.1 ms |
|||
4 |
CenterNet-ResNet-fpn |
512×512×3 |
24.2 M |
TensorFlow |
55 |
78 |
18.2 ms |
12.8 ms |
22.3 ms |
16.3 ms |
|||
5 |
DAMO-YOLO-tiny |
640×640×3 |
8.1 M |
ONNX |
343 |
407 |
2.9 ms |
2.5 ms |
10.4 ms |
8.0 ms |
FPS +5% |
||
6 |
DAMO-YOLO-small |
640×640×3 |
15.5 M |
ONNX |
147 |
207 |
6.8 ms |
4.8 ms |
18.2 ms |
13.2 ms |
|||
7 |
DAMO-YOLO-medium |
640×640×3 |
26.9 M |
ONNX |
39 |
56 |
25.6 ms |
17.9 ms |
48.4 ms |
34.2 ms |
FPS +12% |
||
8 |
DAMO-YOLO-Nl |
416×416×3 |
5.4 M |
ONNX |
311 |
441 |
3.2 ms |
2.3 ms |
9.8 ms |
7.1 ms |
|||
9 |
DAMO-YOLO-Ns |
416×416×3 |
1.3 M |
ONNX |
614 |
869 |
1.6 ms |
1.2 ms |
4.5 ms |
3.5 ms |
|||
10 |
DbNet-ResNet-18 |
736×1344×3 |
11.6 M |
ONNX |
17 |
24 |
58.8 ms |
41.7 ms |
74.3 ms |
53.5 ms |
|||
11 |
DroNet |
608×608×3 |
67.4 K |
TFLite |
365 |
479 |
2.7 ms |
2.1 ms |
3.4 ms |
2.7 ms |
FPS +7% |
||
12 |
EfficientDet-Lite1 |
384×384×3 |
4.2 M |
TFLite |
217 |
222 |
4.6 ms |
4.5 ms |
14.5 ms |
11.8 ms |
|||
13 |
License-plate-Detection-LPD-YuNet |
240×320×3 |
1008.7 K |
ONNX |
725 |
913 |
1.4 ms |
1.1 ms |
2.3 ms |
2.0 ms |
|||
14 |
MediaPipe-object-Detection-3d-camera |
224×224×3 |
2.4 M |
TFLite |
1968 |
2391 |
0.5 ms |
0.4 ms |
1.8 ms |
1.5 ms |
|||
15 |
MediaPipe-object-Detection-3d-chair-1stag… |
640×480×3 |
1.4 M |
TFLite |
414 |
451 |
2.4 ms |
2.2 ms |
5.1 ms |
4.1 ms |
|||
16 |
MediaPipe-object-Detection-3d-chair |
224×224×3 |
2.4 M |
TFLite |
1963 |
2379 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
17 |
MediaPipe-object-Detection-3d-cup |
224×224×3 |
2.4 M |
TFLite |
1969 |
2384 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
18 |
MediaPipe-object-Detection-3d-sneakers-1s… |
640×480×3 |
1.4 M |
TFLite |
413 |
451 |
2.4 ms |
2.2 ms |
5.1 ms |
4.1 ms |
|||
19 |
MediaPipe-object-Detection-3d-sneakers |
224×224×3 |
2.4 M |
TFLite |
1976 |
2371 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
20 |
MobileNet-YOLO-v4-syg |
416×416×3 |
10.0 M |
TensorFlow |
762 |
940 |
1.3 ms |
1.1 ms |
8.2 ms |
6.1 ms |
|||
21 |
Mobile-object-labeler |
224×224×3 |
3.5 M |
TFLite |
1983 |
2391 |
0.5 ms |
0.4 ms |
1.4 ms |
1.1 ms |
|||
22 |
Mobile-object-localizer |
192×192×3 |
1.7 M |
TFLite |
3588 |
4444 |
0.3 ms |
0.2 ms |
1.3 ms |
1.1 ms |
FPS +6% |
||
23 |
NanoDet |
416×416×3 |
919.8 K |
ONNX |
787 |
1023 |
1.3 ms |
1.0 ms |
3.4 ms |
2.8 ms |
FPS +8% |
||
24 |
NanoDet+ (ShuffleNet)-v2-1.5x |
416×416×3 |
2.3 M |
ONNX |
649 |
919 |
1.5 ms |
1.1 ms |
5.9 ms |
4.4 ms |
FPS +6% |
||
25 |
NanoDet-ShuffleNet-v2-1.5x |
416×416×3 |
2.0 M |
ONNX |
658 |
867 |
1.5 ms |
1.2 ms |
4.4 ms |
3.4 ms |
|||
26 |
Person-Detection |
512×512×3 |
1.7 M |
TFLite |
478 |
623 |
2.1 ms |
1.6 ms |
3.6 ms |
2.8 ms |
FPS +7% |
||
27 |
Person-vehicle-bike-Detection-crossroad-0… |
1024×1024×3 |
1.1 M |
TFLite |
117 |
164 |
8.5 ms |
6.1 ms |
12.7 ms |
9.5 ms |
FPS +6% |
||
28 |
Person-vehicle-bike-Detection-crossroad-1… |
512×512×3 |
2.8 M |
TFLite |
478 |
616 |
2.1 ms |
1.6 ms |
4.0 ms |
3.2 ms |
FPS +6% |
||
29 |
RtmDet-nano-person |
320×320×3 |
962.8 K |
ONNX |
1208 |
1524 |
0.8 ms |
0.7 ms |
3.2 ms |
2.4 ms |
FPS +6% |
||
30 |
RtmDet-tiny |
640×640×3 |
5.3 M |
ONNX |
126 |
179 |
7.9 ms |
5.6 ms |
16.5 ms |
12.2 ms |
|||
31 |
SpaghettiNet-EdgeTPU |
320×320×3 |
3.3 M |
TFLite |
1209 |
1502 |
0.8 ms |
0.7 ms |
3.2 ms |
2.6 ms |
FPS +6% |
||
32 |
SSD |
1200×1200×3 |
19.0 M |
ONNX |
21 |
30 |
47.6 ms |
33.3 ms |
63.3 ms |
45.2 ms |
|||
33 |
SSD300 |
300×300×3 |
32.7 M |
ONNX |
52 |
74 |
19.2 ms |
13.5 ms |
28.4 ms |
20.2 ms |
|||
34 |
SSD512 |
512×512×3 |
34.4 M |
ONNX |
20 |
29 |
50.0 ms |
34.5 ms |
64.3 ms |
45.7 ms |
|||
35 |
SSD-FPNMobileNet |
640×640×3 |
29.5 M |
TFLite |
41 |
59 |
24.4 ms |
16.9 ms |
37.2 ms |
27.1 ms |
|||
36 |
SSDLiteMobileDet |
320×320×3 |
3.9 M |
TFLite |
1203 |
1503 |
0.8 ms |
0.7 ms |
3.1 ms |
2.4 ms |
FPS +6% |
||
37 |
SSDlite-MobileNet-v2 |
300×300×3 |
4.3 M |
TensorFlow |
1208 |
1512 |
0.8 ms |
0.7 ms |
2.4 ms |
1.9 ms |
FPS +6% |
||
38 |
SSDlite-MobileNet-v2 |
320×320×3 |
4.0 M |
ONNX |
1211 |
1495 |
0.8 ms |
0.7 ms |
2.4 ms |
1.9 ms |
FPS +5% |
||
39 |
SSD-MobileNet-v2 (Face) |
320×320×3 |
5.1 M |
TFLite |
1211 |
1531 |
0.8 ms |
0.7 ms |
2.3 ms |
1.9 ms |
FPS +6% |
||
40 |
SSD-MobileNet-v2 (MNAS-FPN) |
320×320×3 |
2.4 M |
TFLite |
307 |
314 |
3.3 ms |
3.2 ms |
6.9 ms |
6.1 ms |
|||
41 |
SSD-MobileNet |
300×300×3 |
6.5 M |
TFLite |
1212 |
1511 |
0.8 ms |
0.7 ms |
2.0 ms |
1.7 ms |
|||
42 |
SSD-MobileNet-v2 |
300×300×3 |
5.8 M |
TFLite |
1211 |
1509 |
0.8 ms |
0.7 ms |
2.4 ms |
1.9 ms |
|||
43 |
SSSD-ResNet34 |
1200×1200×3 |
19.0 M |
ONNX |
21 |
30 |
47.6 ms |
33.3 ms |
63.3 ms |
45.1 ms |
|||
44 |
Text-Detection-db |
480×640×3 |
11.6 M |
TensorFlow |
59 |
83 |
16.9 ms |
12.0 ms |
22.6 ms |
16.9 ms |
|||
45 |
Vehicle-license-plate-detection |
256×256×3 |
561.2 K |
TensorFlow |
1705 |
2101 |
0.6 ms |
0.5 ms |
2.3 ms |
1.9 ms |
|||
46 |
Vehicle-license-plate-detection |
300×300×3 |
619.4 K |
TFLite |
1213 |
1514 |
0.8 ms |
0.7 ms |
1.5 ms |
1.3 ms |
|||
47 |
YOLO-v2-tiny |
416×416×3 |
15.1 M |
TFLite |
593 |
840 |
1.7 ms |
1.2 ms |
3.3 ms |
2.5 ms |
|||
48 |
YOLO-v3-lite |
256×256×3 |
6.4 M |
ONNX |
1695 |
2101 |
0.6 ms |
0.5 ms |
2.7 ms |
2.1 ms |
|||
49 |
YOLO-v3-MobileNet-v2 |
320×320×3 |
3.2 M |
ONNX |
713 |
1009 |
1.4 ms |
1.0 ms |
4.4 ms |
3.5 ms |
|||
50 |
YOLO-v3-MobileNet-v2 |
416×416×3 |
3.2 M |
ONNX |
546 |
613 |
1.8 ms |
1.6 ms |
5.6 ms |
4.7 ms |
|||
51 |
YOLO-v4-tiny |
416×416×3 |
5.8 M |
TFLite |
609 |
677 |
1.6 ms |
1.5 ms |
3.3 ms |
2.8 ms |
|||
52 |
YOLO-v5-nano-VOC |
512×512×3 |
1.7 M |
ONNX |
477 |
619 |
2.1 ms |
1.6 ms |
3.7 ms |
3.1 ms |
FPS +8% |
||
53 |
YOLO-v5-small-VOC |
512×512×3 |
6.7 M |
ONNX |
475 |
615 |
2.1 ms |
1.6 ms |
5.2 ms |
4.0 ms |
FPS +7% |
||
54 |
YOLO-v5-medium-VOC |
512×512×3 |
20.0 M |
ONNX |
190 |
255 |
5.3 ms |
3.9 ms |
16.3 ms |
11.7 ms |
|||
55 |
YOLO-v5-nano |
640×640×3 |
2.5 M |
ONNX |
328 |
418 |
3.0 ms |
2.4 ms |
6.3 ms |
5.3 ms |
FPS +7% |
||
56 |
YOLO-v5-small |
640×640×3 |
8.7 M |
ONNX |
263 |
376 |
3.8 ms |
2.7 ms |
9.5 ms |
7.1 ms |
FPS +40% |
||
57 |
YOLO-v5-medium |
640×640×3 |
20.2 M |
ONNX |
108 |
153 |
9.3 ms |
6.5 ms |
19.5 ms |
14.1 ms |
|||
58 |
YOLO-v5-nano |
1280×1280×3 |
4.1 M |
ONNX |
83 |
104 |
12.0 ms |
9.6 ms |
23.4 ms |
19.9 ms |
FPS +7% |
||
59 |
YOLO-v5-small |
1280×1280×3 |
12.0 M |
ONNX |
45 |
64 |
22.2 ms |
15.6 ms |
37.9 ms |
31.4 ms |
|||
60 |
YOLO-v6-nano (Person, Vehicle, and Animal… |
320×320×3 |
4.0 M |
ONNX |
1209 |
1521 |
0.8 ms |
0.7 ms |
2.8 ms |
2.2 ms |
New Model |
||
61 |
YOLO-v6-nano (Person, Vehicle, and Animal… |
640×640×3 |
4.0 M |
ONNX |
328 |
425 |
3.0 ms |
2.4 ms |
6.6 ms |
5.0 ms |
New Model |
||
62 |
YOLO-v6-small (Person, Vehicle, and Anima… |
320×320×3 |
15.5 M |
ONNX |
445 |
617 |
2.2 ms |
1.6 ms |
6.4 ms |
4.7 ms |
New Model |
||
63 |
YOLO-v6-small (Person, Vehicle, and Anima… |
640×640×3 |
15.5 M |
ONNX |
141 |
201 |
7.1 ms |
5.0 ms |
16.0 ms |
11.5 ms |
New Model |
||
64 |
YOLO-v6-tiny |
640×640×3 |
9.2 M |
ONNX |
229 |
324 |
4.4 ms |
3.1 ms |
10.3 ms |
7.7 ms |
|||
65 |
YOLO-v6-nano |
640×640×3 |
4.1 M |
ONNX |
328 |
424 |
3.0 ms |
2.4 ms |
6.6 ms |
4.9 ms |
FPS +8% |
||
66 |
YOLO-v6-small |
640×640×3 |
16.4 M |
ONNX |
146 |
207 |
6.8 ms |
4.8 ms |
15.2 ms |
11.0 ms |
|||
67 |
YOLO-v6-medium |
640×640×3 |
32.7 M |
ONNX |
56 |
80 |
17.9 ms |
12.5 ms |
45.7 ms |
32.5 ms |
|||
68 |
YOLO-v7-13M (MXA-Optimized) |
640×640×3 |
12.4 M |
ONNX |
132 |
187 |
7.6 ms |
5.3 ms |
24.7 ms |
17.9 ms |
FPS +55% |
||
69 |
YOLO-v7-22M (MXA-Optimized) |
640×640×3 |
20.4 M |
ONNX |
65 |
92 |
15.4 ms |
10.9 ms |
36.9 ms |
26.4 ms |
FPS +10% |
||
70 |
YOLO-v7-27M (MXA-Optimized) |
640×640×3 |
25.5 M |
ONNX |
49 |
67 |
20.4 ms |
14.9 ms |
48.2 ms |
34.3 ms |
|||
71 |
YOLO-v7-tiny |
416×416×3 |
5.9 M |
ONNX |
639 |
686 |
1.6 ms |
1.5 ms |
4.4 ms |
3.8 ms |
|||
72 |
YOLO-v7-tiny |
320×320×3 |
5.9 M |
ONNX |
1201 |
1254 |
0.8 ms |
0.8 ms |
3.1 ms |
2.6 ms |
|||
73 |
YOLO-v7-tiny |
480×640×3 |
5.9 M |
ONNX |
392 |
401 |
2.6 ms |
2.5 ms |
6.7 ms |
5.8 ms |
|||
74 |
YOLO-v7-tiny |
640×640×3 |
5.9 M |
ONNX |
271 |
271 |
3.7 ms |
3.7 ms |
8.2 ms |
8.2 ms |
|||
75 |
YOLO-v8-nano |
640×640×3 |
3.0 M |
ONNX |
328 |
417 |
3.0 ms |
2.4 ms |
6.9 ms |
5.7 ms |
FPS +7% |
||
76 |
YOLO-v8-nano-Oriented-Bounding-Boxes |
1024×1024×3 |
2.9 M |
ONNX |
128 |
164 |
7.8 ms |
6.1 ms |
13.4 ms |
11.2 ms |
FPS +8% |
||
77 |
YOLO-v8-small |
640×640×3 |
10.6 M |
TFLite |
187 |
264 |
5.3 ms |
3.8 ms |
13.0 ms |
9.5 ms |
|||
78 |
YOLO-v8-small |
640×640×3 |
10.6 M |
ONNX |
221 |
313 |
4.5 ms |
3.2 ms |
10.8 ms |
8.1 ms |
FPS +19% |
||
79 |
YOLO-v8-small-Oriented-Bounding-Boxes |
1024×1024×3 |
10.9 M |
ONNX |
78 |
108 |
12.8 ms |
9.3 ms |
19.4 ms |
15.0 ms |
|||
80 |
YOLO-v8-medium |
640×640×3 |
24.7 M |
ONNX |
53 |
75 |
18.9 ms |
13.3 ms |
42.0 ms |
29.9 ms |
FPS +17% |
||
81 |
YOLO-v8-nano |
640×640×3 |
3.0 M |
TFLite |
327 |
420 |
3.1 ms |
2.4 ms |
7.4 ms |
6.0 ms |
|||
82 |
YOLO-v8-medium |
640×640×3 |
24.7 M |
TFLite |
30 |
43 |
33.3 ms |
23.3 ms |
53.7 ms |
38.1 ms |
|||
83 |
YOLO-v9-tiny (Person, Vehicle, and Animal… |
320×320×3 |
1.8 M |
ONNX |
420 |
594 |
2.4 ms |
1.7 ms |
6.3 ms |
4.6 ms |
New Model |
||
84 |
YOLO-v9-tiny (Person, Vehicle, and Animal… |
640×640×3 |
1.8 M |
ONNX |
177 |
249 |
5.6 ms |
4.0 ms |
16.0 ms |
11.6 ms |
New Model |
||
85 |
YOLO-v9-tiny-relu (Person, Vehicle, and A… |
320×320×3 |
1.8 M |
ONNX |
982 |
1390 |
1.0 ms |
0.7 ms |
5.4 ms |
4.0 ms |
New Model |
||
86 |
YOLO-v9-small (Person, Vehicle, and Anima… |
320×320×3 |
6.7 M |
ONNX |
364 |
515 |
2.7 ms |
1.9 ms |
14.8 ms |
10.6 ms |
New Model |
||
87 |
YOLO-v9-small (Person, Vehicle, and Anima… |
640×640×3 |
6.7 M |
ONNX |
110 |
153 |
9.1 ms |
6.5 ms |
32.2 ms |
23.0 ms |
New Model |
||
88 |
YOLO-v9-small-relu (Person, Vehicle, and … |
320×320×3 |
6.7 M |
ONNX |
381 |
540 |
2.6 ms |
1.9 ms |
13.1 ms |
9.4 ms |
New Model |
||
89 |
YOLO-v9-medium (Person, Vehicle, and Anim… |
320×320×3 |
19.0 M |
ONNX |
200 |
284 |
5.0 ms |
3.5 ms |
22.0 ms |
15.7 ms |
New Model |
||
90 |
YOLO-v9-medium (Person, Vehicle, and Anim… |
640×640×3 |
19.0 M |
ONNX |
40 |
57 |
25.0 ms |
17.5 ms |
61.4 ms |
43.6 ms |
New Model |
||
91 |
YOLO-v9-medium-relu (Person, Vehicle, and… |
320×320×3 |
19.0 M |
ONNX |
187 |
265 |
5.3 ms |
3.8 ms |
22.8 ms |
16.2 ms |
New Model |
||
92 |
YOLO-v9-tiny |
640×640×3 |
2.0 M |
ONNX |
170 |
241 |
5.9 ms |
4.1 ms |
19.3 ms |
13.8 ms |
|||
93 |
YOLO-v9-small |
640×640×3 |
6.9 M |
ONNX |
109 |
153 |
9.2 ms |
6.5 ms |
32.8 ms |
23.4 ms |
|||
94 |
YOLO-v9-medium |
640×640×3 |
19.1 M |
ONNX |
40 |
57 |
25.0 ms |
17.5 ms |
61.5 ms |
43.6 ms |
|||
95 |
YOLO-v9-c (Person, Vehicle, and Animal) |
320×320×3 |
24.1 M |
ONNX |
165 |
230 |
6.1 ms |
4.3 ms |
24.8 ms |
17.6 ms |
New Model |
||
96 |
YOLO-v9-c-relu (Person, Vehicle, and Anim… |
320×320×3 |
24.1 M |
ONNX |
151 |
214 |
6.6 ms |
4.7 ms |
23.4 ms |
16.6 ms |
New Model |
||
97 |
YOLO-v10-nano (Person, Vehicle, and Anima… |
320×320×3 |
2.2 M |
ONNX |
1208 |
1519 |
0.8 ms |
0.7 ms |
3.0 ms |
2.4 ms |
New Model |
||
98 |
YOLO-v10-nano (Person, Vehicle, and Anima… |
640×640×3 |
2.2 M |
ONNX |
233 |
316 |
4.3 ms |
3.2 ms |
11.0 ms |
8.2 ms |
New Model |
||
99 |
YOLO-v10-small (Person, Vehicle, and Anim… |
320×320×3 |
6.9 M |
ONNX |
621 |
869 |
1.6 ms |
1.2 ms |
5.9 ms |
4.4 ms |
New Model |
||
100 |
YOLO-v10-small (Person, Vehicle, and Anim… |
640×640×3 |
6.9 M |
ONNX |
87 |
123 |
11.5 ms |
8.1 ms |
22.5 ms |
16.2 ms |
New Model |
||
101 |
YOLO-v10-medium (Person, Vehicle, and Ani… |
320×320×3 |
14.6 M |
ONNX |
208 |
291 |
4.8 ms |
3.4 ms |
16.3 ms |
11.6 ms |
New Model |
||
102 |
YOLO-v10-nano |
320×320×3 |
2.2 M |
ONNX |
1203 |
1501 |
0.8 ms |
0.7 ms |
3.1 ms |
2.5 ms |
FPS +57% |
||
103 |
YOLO-v10-nano |
480×480×3 |
2.2 M |
ONNX |
561 |
714 |
1.8 ms |
1.4 ms |
6.1 ms |
4.6 ms |
FPS +318% |
||
104 |
YOLO-v10-nano |
640×640×3 |
2.2 M |
ONNX |
227 |
310 |
4.4 ms |
3.2 ms |
11.3 ms |
8.4 ms |
FPS +425% |
||
105 |
YOLO-v10-small |
320×320×3 |
6.9 M |
ONNX |
621 |
870 |
1.6 ms |
1.1 ms |
5.9 ms |
4.4 ms |
FPS +98% |
||
106 |
YOLO-v10-small |
480×480×3 |
6.9 M |
ONNX |
268 |
370 |
3.7 ms |
2.7 ms |
11.7 ms |
8.5 ms |
FPS +147% |
||
107 |
YOLO-v10-small |
640×640×3 |
6.9 M |
ONNX |
76 |
108 |
13.2 ms |
9.3 ms |
22.6 ms |
16.2 ms |
FPS +145% |
||
108 |
YOLO-v10-medium |
320×320×3 |
14.6 M |
ONNX |
210 |
294 |
4.8 ms |
3.4 ms |
15.6 ms |
11.2 ms |
FPS +26% |
||
109 |
YOLO-v10-medium |
480×480×3 |
14.6 M |
ONNX |
60 |
85 |
16.7 ms |
11.8 ms |
29.4 ms |
21.0 ms |
FPS +42% |
||
110 |
YOLO-v10-medium |
640×640×3 |
14.6 M |
ONNX |
25 |
36 |
40.0 ms |
27.8 ms |
62.8 ms |
44.6 ms |
New Model |
||
111 |
YOLO11-nano (MXA-Optimized) |
640×640×3 |
3.9 M |
ONNX |
325 |
410 |
3.1 ms |
2.4 ms |
7.8 ms |
6.3 ms |
FPS +5% |
||
112 |
YOLO11-nano (MXA-Optimized) |
800×800×3 |
3.9 M |
ONNX |
212 |
271 |
4.7 ms |
3.7 ms |
11.1 ms |
8.8 ms |
FPS +8% |
||
113 |
YOLO11-nano-Oriented-Bounding-Boxes |
1024×1024×3 |
2.5 M |
ONNX |
32 |
44 |
31.2 ms |
22.7 ms |
46.2 ms |
33.9 ms |
New Model |
||
114 |
YOLO11-small (MXA-Optimized) |
640×640×3 |
14.1 M |
ONNX |
87 |
123 |
11.5 ms |
8.1 ms |
22.0 ms |
15.7 ms |
|||
115 |
YOLO11-medium (MXA-Optimized) |
640×640×3 |
25.1 M |
ONNX |
16 |
22 |
62.5 ms |
45.5 ms |
100.8 ms |
71.4 ms |
New Model |
||
116 |
YOLO11-nano |
320×320×3 |
2.5 M |
ONNX |
1204 |
1507 |
0.8 ms |
0.7 ms |
3.1 ms |
2.5 ms |
FPS +39% |
||
117 |
YOLO11-nano |
480×480×3 |
2.5 M |
ONNX |
559 |
700 |
1.8 ms |
1.4 ms |
6.0 ms |
4.6 ms |
FPS +305% |
||
118 |
YOLO11-nano |
640×640×3 |
2.5 M |
ONNX |
212 |
279 |
4.7 ms |
3.6 ms |
10.9 ms |
8.2 ms |
FPS +381% |
||
119 |
YOLO11-small |
320×320×3 |
9.0 M |
ONNX |
573 |
733 |
1.7 ms |
1.4 ms |
6.6 ms |
4.9 ms |
FPS +64% |
||
120 |
YOLO11-small |
480×480×3 |
9.0 M |
ONNX |
244 |
323 |
4.1 ms |
3.1 ms |
11.8 ms |
8.5 ms |
FPS +124% |
||
121 |
YOLO11-small |
640×640×3 |
9.0 M |
ONNX |
64 |
90 |
15.6 ms |
11.1 ms |
23.3 ms |
16.6 ms |
FPS +200% |
||
122 |
YOLO11-medium |
320×320×3 |
19.2 M |
ONNX |
221 |
313 |
4.5 ms |
3.2 ms |
17.8 ms |
12.7 ms |
FPS +11% |
||
123 |
YOLO11-medium |
480×480×3 |
19.2 M |
ONNX |
58 |
82 |
17.2 ms |
12.2 ms |
34.7 ms |
24.7 ms |
FPS +122% |
||
124 |
YOLO26-nano-Oriented-Bounding-Boxes |
320×320×3 |
2.3 M |
ONNX |
936 |
1278 |
1.1 ms |
0.8 ms |
4.1 ms |
3.1 ms |
New Model |
||
125 |
YOLO26-nano-Oriented-Bounding-Boxes |
480×480×3 |
2.3 M |
ONNX |
401 |
569 |
2.5 ms |
1.8 ms |
9.9 ms |
7.3 ms |
New Model |
||
126 |
YOLO26-nano-Oriented-Bounding-Boxes |
640×640×3 |
2.3 M |
ONNX |
158 |
224 |
6.3 ms |
4.5 ms |
19.3 ms |
14.1 ms |
New Model |
||
127 |
YOLO26-small-Oriented-Bounding-Boxes |
320×320×3 |
9.3 M |
ONNX |
429 |
605 |
2.3 ms |
1.7 ms |
9.4 ms |
6.7 ms |
New Model |
||
128 |
YOLO26-small-Oriented-Bounding-Boxes |
480×480×3 |
9.3 M |
ONNX |
162 |
229 |
6.2 ms |
4.4 ms |
18.8 ms |
13.4 ms |
New Model |
||
129 |
YOLO26-small-Oriented-Bounding-Boxes |
640×640×3 |
9.3 M |
ONNX |
48 |
68 |
20.8 ms |
14.7 ms |
40.6 ms |
28.9 ms |
New Model |
||
130 |
YOLO26-medium-Oriented-Bounding-Boxes |
320×320×3 |
20.2 M |
ONNX |
213 |
304 |
4.7 ms |
3.3 ms |
20.0 ms |
14.3 ms |
New Model |
||
131 |
YOLO26-medium-Oriented-Bounding-Boxes |
480×480×3 |
20.2 M |
ONNX |
50 |
72 |
20.0 ms |
13.9 ms |
48.1 ms |
34.1 ms |
New Model |
||
132 |
YOLO26-nano |
320×320×3 |
2.3 M |
ONNX |
1207 |
1504 |
0.8 ms |
0.7 ms |
4.0 ms |
3.0 ms |
New Model |
||
133 |
YOLO26-nano |
480×480×3 |
2.3 M |
ONNX |
406 |
575 |
2.5 ms |
1.7 ms |
9.4 ms |
6.9 ms |
New Model |
||
134 |
YOLO26-nano |
640×640×3 |
2.3 M |
ONNX |
180 |
255 |
5.6 ms |
3.9 ms |
18.0 ms |
13.2 ms |
New Model |
||
135 |
YOLO26-small |
320×320×3 |
9.1 M |
ONNX |
450 |
633 |
2.2 ms |
1.6 ms |
9.2 ms |
6.6 ms |
New Model |
||
136 |
YOLO26-small |
480×480×3 |
9.1 M |
ONNX |
182 |
258 |
5.5 ms |
3.9 ms |
17.5 ms |
12.5 ms |
New Model |
||
137 |
YOLO26-small |
640×640×3 |
9.1 M |
ONNX |
47 |
66 |
21.3 ms |
15.2 ms |
41.4 ms |
29.4 ms |
New Model |
||
138 |
YOLO26-medium |
320×320×3 |
19.5 M |
ONNX |
200 |
284 |
5.0 ms |
3.5 ms |
20.4 ms |
14.5 ms |
New Model |
||
139 |
YOLO26-medium |
480×480×3 |
19.5 M |
ONNX |
55 |
77 |
18.2 ms |
13.0 ms |
43.7 ms |
31.1 ms |
New Model |
||
140 |
YOLO-v7 |
256×640×3 |
35.2 M |
ONNX |
57 |
80 |
17.5 ms |
12.5 ms |
55.3 ms |
39.3 ms |
|||
141 |
YOLO-v7 |
640×640×3 |
35.2 M |
ONNX |
22 |
31 |
45.5 ms |
32.3 ms |
101.0 ms |
71.5 ms |
|||
142 |
YOLO-tiny |
416×416×3 |
15.1 M |
TensorFlow |
654 |
855 |
1.5 ms |
1.2 ms |
3.1 ms |
2.5 ms |
FPS +23% |
||
143 |
YOLO-NAS-small |
640×640×3 |
12.3 M |
ONNX |
119 |
169 |
8.4 ms |
5.9 ms |
21.4 ms |
15.3 ms |
FPS +13% |
||
144 |
YOLO-NAS-medium |
640×640×3 |
32.3 M |
ONNX |
16 |
23 |
62.5 ms |
43.5 ms |
97.4 ms |
68.9 ms |
|||
145 |
YOLOX-tiny-ti-lite |
416×416×3 |
4.8 M |
ONNX |
639 |
905 |
1.6 ms |
1.1 ms |
4.2 ms |
3.3 ms |
|||
146 |
YOLOX-nano-ti-lite |
416×416×3 |
2.1 M |
ONNX |
787 |
1040 |
1.3 ms |
1.0 ms |
3.0 ms |
2.7 ms |
FPS +9% |
||
147 |
YOLOX-small-ti-lite |
416×416×3 |
8.5 M |
ONNX |
512 |
725 |
2.0 ms |
1.4 ms |
5.0 ms |
3.8 ms |
|||
148 |
YOLOX-small-ti-lite |
640×640×3 |
8.5 M |
ONNX |
242 |
342 |
4.1 ms |
2.9 ms |
9.4 ms |
7.0 ms |
FPS +7% |
||
149 |
YOLOX-medium |
640×640×3 |
24.1 M |
ONNX |
72 |
101 |
13.9 ms |
9.9 ms |
36.8 ms |
26.2 ms |
FPS +10% |
||
150 |
YOLOX-medium-ti-lite |
416×416×3 |
24.1 M |
ONNX |
158 |
224 |
6.3 ms |
4.5 ms |
19.3 ms |
13.8 ms |
|||
151 |
YOLOX-medium-ti-lite |
640×640×3 |
24.1 M |
ONNX |
71 |
101 |
14.1 ms |
9.9 ms |
31.8 ms |
22.8 ms |
|||
152 |
YOLOX-nano |
416×416×3 |
883.3 K |
ONNX |
864 |
974 |
1.2 ms |
1.0 ms |
3.0 ms |
2.6 ms |
FPS +16% |
||
153 |
YOLOX-tiny |
416×416×3 |
4.8 M |
ONNX |
643 |
911 |
1.6 ms |
1.1 ms |
4.3 ms |
3.5 ms |
FPS +9% |
||
154 |
YOLOX-small |
640×640×3 |
8.5 M |
ONNX |
264 |
374 |
3.8 ms |
2.7 ms |
9.3 ms |
7.1 ms |
Segmentation
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
155 |
Autoseg-EdgeTPU-extra-small |
512×512×3 |
2.2 M |
TFLite |
46 |
66 |
21.7 ms |
15.2 ms |
36.1 ms |
25.8 ms |
|||
156 |
Autoseg-EdgeTPU-small |
512×512×3 |
2.4 M |
TFLite |
46 |
66 |
21.7 ms |
15.2 ms |
39.6 ms |
28.2 ms |
|||
157 |
BiseNet (ResNet-18) |
512×512×3 |
12.7 M |
ONNX |
145 |
206 |
6.9 ms |
4.9 ms |
15.0 ms |
11.0 ms |
|||
158 |
BiseNet (ResNet-18) - CityScapes |
512×512×3 |
12.7 M |
ONNX |
153 |
217 |
6.5 ms |
4.6 ms |
14.2 ms |
10.3 ms |
FPS +6% |
||
159 |
BiseNetv2 (FCN) - CityScapes |
512×512×3 |
3.2 M |
ONNX |
122 |
173 |
8.2 ms |
5.8 ms |
15.0 ms |
10.9 ms |
|||
160 |
DeepLab-v3 (MobileNet-v2) |
513×513×3 |
2.0 M |
TFLite |
466 |
625 |
2.1 ms |
1.6 ms |
5.7 ms |
4.3 ms |
FPS +8% |
||
161 |
Deeplab-v3-plus |
1024×1024×3 |
2.1 M |
TFLite |
25 |
35 |
40.0 ms |
28.6 ms |
52.5 ms |
37.8 ms |
FPS +13% |
||
162 |
Deeplab-v3 |
257×257×3 |
672.2 K |
TFLite |
1412 |
1998 |
0.7 ms |
0.5 ms |
2.6 ms |
2.0 ms |
|||
163 |
Deeplab-EdgeTPU-extra-small |
512×512×3 |
3.1 M |
TFLite |
437 |
619 |
2.3 ms |
1.6 ms |
5.5 ms |
4.2 ms |
FPS +7% |
||
164 |
Deeplab-EdgeTPU-small |
512×512×3 |
4.5 M |
TFLite |
351 |
497 |
2.8 ms |
2.0 ms |
6.8 ms |
5.0 ms |
FPS +10% |
||
165 |
Deeplab-EdgeTPU-medium |
512×512×3 |
6.8 M |
TFLite |
229 |
325 |
4.4 ms |
3.1 ms |
9.8 ms |
7.1 ms |
New Model |
||
166 |
DeepLab-EdgeTPU-slim |
513×513×3 |
2.0 M |
TFLite |
477 |
589 |
2.1 ms |
1.7 ms |
5.8 ms |
4.6 ms |
|||
167 |
ERFNet |
256×512×3 |
2.0 M |
ONNX |
222 |
260 |
4.5 ms |
3.8 ms |
16.4 ms |
13.0 ms |
|||
168 |
ErfNet |
208×976×3 |
2.0 M |
ONNX |
151 |
214 |
6.6 ms |
4.7 ms |
23.2 ms |
16.6 ms |
|||
169 |
FastSAM-small |
640×640×3 |
11.2 M |
ONNX |
79 |
113 |
12.7 ms |
8.8 ms |
19.4 ms |
14.1 ms |
|||
170 |
Fast-scnnk-CityScapes |
512×512×3 |
1.3 M |
ONNX |
477 |
619 |
2.1 ms |
1.6 ms |
4.3 ms |
3.3 ms |
FPS +7% |
||
171 |
FPN (ResNet-50) - ADE20K |
512×512×3 |
27.2 M |
ONNX |
17 |
25 |
58.8 ms |
40.0 ms |
79.3 ms |
56.7 ms |
|||
172 |
FPN (ResNet-50) -CityScapes |
512×512×3 |
27.2 M |
ONNX |
18 |
26 |
55.6 ms |
38.5 ms |
69.0 ms |
49.1 ms |
|||
173 |
HRNet |
256×192×3 |
27.2 M |
ONNX |
115 |
164 |
8.7 ms |
6.1 ms |
43.7 ms |
31.0 ms |
|||
174 |
Human-segmentation |
192×192×3 |
1.5 M |
TFLite |
642 |
910 |
1.6 ms |
1.1 ms |
3.2 ms |
2.4 ms |
FPS +5% |
||
175 |
Light-SERNet |
184×40×1 |
449.9 K |
TFLite |
3219 |
3370 |
0.3 ms |
0.3 ms |
0.6 ms |
0.5 ms |
|||
176 |
MagicTouch |
512×512×4 |
2.9 M |
TFLite |
305 |
432 |
3.3 ms |
2.3 ms |
9.3 ms |
7.1 ms |
FPS +25% |
||
177 |
MediaPipe-selfie-segmentation |
256×256×3 |
103.8 K |
TFLite |
692 |
936 |
1.4 ms |
1.1 ms |
3.9 ms |
3.3 ms |
|||
178 |
MediaPipe-selfie-segmentation-landscape |
144×256×3 |
103.9 K |
TFLite |
1415 |
2002 |
0.7 ms |
0.5 ms |
2.5 ms |
2.1 ms |
|||
179 |
PaNet-ResNet-18-ffm |
640×640×3 |
11.7 M |
ONNX |
37 |
53 |
27.0 ms |
18.9 ms |
43.6 ms |
31.1 ms |
FPS +39% |
||
180 |
Proximity Segmentation |
576×960×3 |
162.1 K |
ONNX |
53 |
74 |
18.9 ms |
13.5 ms |
27.6 ms |
21.6 ms |
|||
181 |
Proximity Segmentation |
192×384×64 |
7.6 M |
ONNX |
48 |
67 |
20.8 ms |
14.9 ms |
31.0 ms |
25.1 ms |
|||
182 |
Road-segmentation-adas-0001 |
512×896×3 |
180.0 K |
TFLite |
141 |
184 |
7.1 ms |
5.4 ms |
9.6 ms |
7.3 ms |
|||
183 |
Selfie-Segmentation |
256×256×3 |
103.9 K |
TFLite |
760 |
1076 |
1.3 ms |
0.9 ms |
4.3 ms |
3.4 ms |
|||
184 |
STDC1-CityScapes |
512×512×3 |
7.9 M |
ONNX |
187 |
265 |
5.3 ms |
3.8 ms |
11.3 ms |
8.4 ms |
FPS +17% |
||
185 |
STDC2-CityScapes |
512×512×3 |
11.7 M |
ONNX |
176 |
249 |
5.7 ms |
4.0 ms |
16.2 ms |
11.6 ms |
FPS +12% |
||
186 |
UNet |
256×256×1 |
29.6 M |
ONNX |
31 |
44 |
32.3 ms |
22.7 ms |
34.7 ms |
24.8 ms |
|||
187 |
UNet |
1024×1024×3 |
1.9 M |
TFLite |
27 |
32 |
37.0 ms |
31.2 ms |
40.5 ms |
33.9 ms |
|||
188 |
U-NetMobileNet-v2 |
128×128×3 |
6.2 M |
TFLite |
202 |
286 |
5.0 ms |
3.5 ms |
6.6 ms |
4.9 ms |
|||
189 |
U-NetMobileNet-v2 |
256×256×3 |
6.2 M |
TFLite |
50 |
71 |
20.0 ms |
14.1 ms |
22.9 ms |
16.7 ms |
|||
190 |
YOLO-v8-nano-seg |
640×640×3 |
3.2 M |
ONNX |
207 |
210 |
4.8 ms |
4.8 ms |
9.7 ms |
8.8 ms |
|||
191 |
YOLO-v8-small-seg |
640×640×3 |
11.3 M |
ONNX |
80 |
113 |
12.5 ms |
8.8 ms |
20.6 ms |
15.2 ms |
|||
192 |
YOLO-v8-medium-seg |
640×640×3 |
26.0 M |
ONNX |
27 |
39 |
37.0 ms |
25.6 ms |
59.3 ms |
42.1 ms |
|||
193 |
YOLO11-nano-seg |
320×320×3 |
2.7 M |
ONNX |
949 |
969 |
1.1 ms |
1.0 ms |
4.0 ms |
3.4 ms |
New Model |
||
194 |
YOLO11-nano-seg |
480×480×3 |
2.7 M |
ONNX |
433 |
453 |
2.3 ms |
2.2 ms |
7.7 ms |
6.5 ms |
New Model |
||
195 |
YOLO11-nano-seg |
640×640×3 |
2.7 M |
ONNX |
192 |
207 |
5.2 ms |
4.8 ms |
13.5 ms |
11.6 ms |
FPS +276% |
||
196 |
YOLO11-small-seg |
320×320×3 |
9.6 M |
ONNX |
265 |
375 |
3.8 ms |
2.7 ms |
10.0 ms |
7.3 ms |
New Model |
||
197 |
YOLO11-small-seg |
480×480×3 |
9.6 M |
ONNX |
132 |
188 |
7.6 ms |
5.3 ms |
16.8 ms |
12.2 ms |
New Model |
||
198 |
YOLO11-small-seg |
640×640×3 |
9.6 M |
ONNX |
53 |
76 |
18.9 ms |
13.2 ms |
29.9 ms |
21.6 ms |
FPS +162% |
||
199 |
YOLO11-medium-seg |
320×320×3 |
21.4 M |
ONNX |
105 |
149 |
9.5 ms |
6.7 ms |
24.2 ms |
17.3 ms |
New Model |
||
200 |
YOLO11-medium-seg |
480×480×3 |
21.4 M |
ONNX |
33 |
47 |
30.3 ms |
21.3 ms |
56.3 ms |
40.1 ms |
New Model |
||
201 |
YOLO11-large-seg |
320×320×3 |
26.4 M |
ONNX |
66 |
93 |
15.2 ms |
10.8 ms |
55.0 ms |
39.0 ms |
New Model |
||
202 |
YOLO11-large-seg |
480×480×3 |
26.4 M |
ONNX |
11 |
16 |
90.9 ms |
62.5 ms |
168.0 ms |
118.8 ms |
New Model |
||
203 |
YOLO26-nano-seg |
320×320×3 |
2.6 M |
ONNX |
742 |
1023 |
1.3 ms |
1.0 ms |
5.7 ms |
4.3 ms |
New Model |
||
204 |
YOLO26-nano-seg |
480×480×3 |
2.6 M |
ONNX |
333 |
458 |
3.0 ms |
2.2 ms |
10.9 ms |
8.0 ms |
New Model |
||
205 |
YOLO26-nano-seg |
640×640×3 |
2.6 M |
ONNX |
122 |
150 |
8.2 ms |
6.7 ms |
24.7 ms |
18.5 ms |
New Model |
||
206 |
YOLO26-small-seg |
320×320×3 |
9.9 M |
ONNX |
264 |
374 |
3.8 ms |
2.7 ms |
13.9 ms |
10.0 ms |
New Model |
||
207 |
YOLO26-small-seg |
480×480×3 |
9.9 M |
ONNX |
123 |
164 |
8.1 ms |
6.1 ms |
28.1 ms |
20.2 ms |
New Model |
||
208 |
YOLO26-small-seg |
640×640×3 |
9.9 M |
ONNX |
30 |
43 |
33.3 ms |
23.3 ms |
67.8 ms |
48.3 ms |
New Model |
||
209 |
YOLO26-medium-seg |
320×320×3 |
22.5 M |
ONNX |
85 |
120 |
11.8 ms |
8.3 ms |
34.0 ms |
24.2 ms |
New Model |
||
210 |
YOLO26-medium-seg |
480×480×3 |
22.5 M |
ONNX |
23 |
33 |
43.5 ms |
30.3 ms |
92.7 ms |
65.7 ms |
New Model |
Pose Estimation
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
211 |
BodyPix (MobileNet) |
352×480×3 |
1.2 M |
TFLite |
808 |
1038 |
1.2 ms |
1.0 ms |
2.5 ms |
2.2 ms |
FPS +7% |
||
212 |
BodyPix (MobileNet) |
512×512×3 |
1.2 M |
TFLite |
478 |
610 |
2.1 ms |
1.6 ms |
3.6 ms |
2.9 ms |
FPS +6% |
||
213 |
BodyPix (MobileNet) |
480×640×3 |
1.2 M |
TFLite |
415 |
531 |
2.4 ms |
1.9 ms |
3.9 ms |
3.2 ms |
FPS +7% |
||
214 |
BodyPix (MobileNet) |
576×768×3 |
1.2 M |
TFLite |
298 |
381 |
3.4 ms |
2.6 ms |
5.2 ms |
4.3 ms |
FPS +7% |
||
215 |
BodyPix (MobileNet) |
768×1024×3 |
1.2 M |
TFLite |
170 |
220 |
5.9 ms |
4.5 ms |
8.3 ms |
6.6 ms |
FPS +8% |
||
216 |
BodyPix (MobileNet) |
720×1280×3 |
1.2 M |
TFLite |
146 |
191 |
6.8 ms |
5.2 ms |
9.8 ms |
7.7 ms |
FPS +9% |
||
217 |
BodyPix (ResNet-50) |
288×416×3 |
22.7 M |
TFLite |
276 |
321 |
3.6 ms |
3.1 ms |
11.9 ms |
9.3 ms |
|||
218 |
BodyPix (ResNet-50) |
480×640×3 |
22.7 M |
TFLite |
105 |
149 |
9.5 ms |
6.7 ms |
23.2 ms |
16.7 ms |
FPS +7% |
||
219 |
BodyPix (ResNet-50) |
496×768×3 |
22.7 M |
TFLite |
152 |
215 |
6.6 ms |
4.7 ms |
17.1 ms |
12.4 ms |
|||
220 |
BodyPix (ResNet-50) |
624×864×3 |
22.7 M |
TFLite |
106 |
134 |
9.4 ms |
7.5 ms |
20.8 ms |
16.1 ms |
|||
221 |
BodyPix (ResNet-50) |
672×928×3 |
22.7 M |
TFLite |
51 |
73 |
19.6 ms |
13.7 ms |
36.8 ms |
26.4 ms |
|||
222 |
Handpose-estimation-mediapipe |
224×224×3 |
988.0 K |
ONNX |
1982 |
2408 |
0.5 ms |
0.4 ms |
1.3 ms |
1.1 ms |
|||
223 |
Handpose-estimation-mediapipe8 |
224×224×3 |
904.1 K |
ONNX |
1477 |
2091 |
0.7 ms |
0.5 ms |
2.8 ms |
2.2 ms |
|||
224 |
HHP-Net |
1×5×1, 1×5×1, 1×5×1 |
91.8 K |
TFLite |
16163 |
16874 |
0.1 ms |
0.1 ms |
0.2 ms |
0.2 ms |
FPS +39% |
||
225 |
Human-pose-estimation-3d-0001 |
256×448×3 |
4.8 M |
ONNX |
460 |
652 |
2.2 ms |
1.5 ms |
8.7 ms |
6.3 ms |
|||
226 |
MediaPipe-pose-landk |
256×256×3 |
3.0 M |
TFLite |
796 |
898 |
1.3 ms |
1.1 ms |
4.0 ms |
3.4 ms |
|||
227 |
MediaPipe-pose-landk-heavy |
256×256×3 |
13.1 M |
TFLite |
108 |
152 |
9.3 ms |
6.6 ms |
14.0 ms |
10.3 ms |
|||
228 |
MediaPipe-pose-landk-lite |
256×256×3 |
1.3 M |
TFLite |
789 |
907 |
1.3 ms |
1.1 ms |
3.7 ms |
3.2 ms |
|||
229 |
MoveNet.SinglePose.Lightning |
192×192×3 |
2.2 M |
TFLite |
2597 |
2721 |
0.4 ms |
0.4 ms |
2.0 ms |
1.7 ms |
|||
230 |
MoveNet.SinglePose.Thunder |
256×256×3 |
5.9 M |
TFLite |
1373 |
1445 |
0.7 ms |
0.7 ms |
3.4 ms |
3.0 ms |
|||
231 |
PoseC3D |
48×56×56×17 |
2.9 M |
ONNX |
33 |
47 |
30.3 ms |
21.3 ms |
36.0 ms |
25.7 ms |
|||
232 |
PoseC3D |
48×64×64×17 |
2.0 M |
ONNX |
29 |
41 |
34.5 ms |
24.4 ms |
40.6 ms |
29.1 ms |
|||
233 |
Pose-estimation-mediapipe |
258×258×3 |
1.3 M |
ONNX |
777 |
906 |
1.3 ms |
1.1 ms |
3.7 ms |
3.2 ms |
FPS +17% |
||
234 |
PoseNet (MobileNet) |
353×481×3 |
1.2 M |
TFLite |
805 |
1030 |
1.2 ms |
1.0 ms |
2.4 ms |
2.0 ms |
FPS +6% |
||
235 |
PoseNet (MobileNet) |
481×641×3 |
1.2 M |
TFLite |
415 |
542 |
2.4 ms |
1.8 ms |
3.9 ms |
3.1 ms |
FPS +8% |
||
236 |
PoseNet (MobileNet) |
721×1281×3 |
1.2 M |
TFLite |
146 |
189 |
6.8 ms |
5.3 ms |
9.4 ms |
7.4 ms |
FPS +7% |
||
237 |
PoseNet (ResNet-50) |
288×416×3 |
22.6 M |
TFLite |
300 |
424 |
3.3 ms |
2.4 ms |
10.9 ms |
7.9 ms |
FPS +16% |
||
238 |
PoseNet (ResNet-50) |
480×640×3 |
22.6 M |
TFLite |
115 |
140 |
8.7 ms |
7.1 ms |
20.6 ms |
16.2 ms |
|||
239 |
PoseNet (ResNet-50) |
496×768×3 |
22.6 M |
TFLite |
153 |
216 |
6.5 ms |
4.6 ms |
16.8 ms |
12.1 ms |
|||
240 |
PoseNet (ResNet-50) |
624×864×3 |
22.6 M |
TFLite |
112 |
158 |
8.9 ms |
6.3 ms |
19.9 ms |
14.3 ms |
|||
241 |
PoseNet (ResNet-50) |
672×928×3 |
22.6 M |
TFLite |
51 |
73 |
19.6 ms |
13.7 ms |
35.7 ms |
25.6 ms |
|||
242 |
PoseNet (ResNet-50) |
736×960×3 |
22.6 M |
TFLite |
83 |
117 |
12.0 ms |
8.5 ms |
24.1 ms |
17.4 ms |
|||
243 |
RtmPose-tiny |
256×192×3 |
3.2 M |
ONNX |
1066 |
1510 |
0.9 ms |
0.7 ms |
3.5 ms |
2.6 ms |
New Model |
||
244 |
RtmPose-small |
256×192×3 |
5.2 M |
ONNX |
799 |
1131 |
1.3 ms |
0.9 ms |
4.6 ms |
3.4 ms |
New Model |
||
245 |
RtmPose-medium |
256×192×3 |
12.9 M |
ONNX |
939 |
1329 |
1.1 ms |
0.8 ms |
7.4 ms |
5.4 ms |
New Model |
||
246 |
RtmPose-medium |
384×288×3 |
13.1 M |
ONNX |
503 |
713 |
2.0 ms |
1.4 ms |
13.5 ms |
9.7 ms |
New Model |
||
247 |
RtmPose-large |
256×192×3 |
26.4 M |
ONNX |
481 |
682 |
2.1 ms |
1.5 ms |
18.1 ms |
13.0 ms |
New Model |
||
248 |
RtmPose-large |
384×288×3 |
26.5 M |
ONNX |
165 |
234 |
6.1 ms |
4.3 ms |
31.2 ms |
22.2 ms |
New Model |
||
249 |
Simcc-MobileNet-v2-wo-onv |
256×192×3 |
2.2 M |
ONNX |
1974 |
2403 |
0.5 ms |
0.4 ms |
1.5 ms |
1.3 ms |
|||
250 |
YOLO-v8-nano-pose |
640×640×3 |
3.1 M |
ONNX |
328 |
421 |
3.0 ms |
2.4 ms |
6.8 ms |
5.7 ms |
FPS +8% |
||
251 |
YOLO-v8-small-pose |
640×640×3 |
11.1 M |
ONNX |
227 |
321 |
4.4 ms |
3.1 ms |
10.7 ms |
8.1 ms |
|||
252 |
YOLO-v8-medium-pose |
640×640×3 |
25.2 M |
ONNX |
52 |
73 |
19.2 ms |
13.7 ms |
41.9 ms |
29.8 ms |
FPS +20% |
||
253 |
YOLO11-nano-pose |
320×320×3 |
2.7 M |
ONNX |
1206 |
1491 |
0.8 ms |
0.7 ms |
3.4 ms |
2.6 ms |
New Model |
||
254 |
YOLO11-nano-pose |
480×480×3 |
2.7 M |
ONNX |
559 |
715 |
1.8 ms |
1.4 ms |
6.6 ms |
5.1 ms |
New Model |
||
255 |
YOLO11-nano-pose |
640×640×3 |
2.7 M |
ONNX |
201 |
271 |
5.0 ms |
3.7 ms |
11.6 ms |
8.6 ms |
FPS +367% |
||
256 |
YOLO11-nano-pose (MXA-Optimized) |
640×640×3 |
4.2 M |
ONNX |
314 |
410 |
3.2 ms |
2.4 ms |
8.3 ms |
6.4 ms |
FPS +5% |
||
257 |
YOLO11-small-pose |
320×320×3 |
9.4 M |
ONNX |
566 |
740 |
1.8 ms |
1.4 ms |
6.9 ms |
5.1 ms |
New Model |
||
258 |
YOLO11-small-pose |
480×480×3 |
9.4 M |
ONNX |
241 |
341 |
4.1 ms |
2.9 ms |
11.9 ms |
8.6 ms |
New Model |
||
259 |
YOLO11-small-pose |
640×640×3 |
9.4 M |
ONNX |
69 |
98 |
14.5 ms |
10.2 ms |
27.0 ms |
19.3 ms |
FPS +165% |
||
260 |
YOLO11-small-pose (MXA-Optimized) |
640×640×3 |
14.7 M |
ONNX |
97 |
136 |
10.3 ms |
7.4 ms |
24.1 ms |
17.2 ms |
|||
261 |
YOLO11-medium-pose |
320×320×3 |
19.9 M |
ONNX |
214 |
299 |
4.7 ms |
3.3 ms |
18.3 ms |
13.1 ms |
New Model |
||
262 |
YOLO11-medium-pose |
480×480×3 |
19.9 M |
ONNX |
58 |
82 |
17.2 ms |
12.2 ms |
33.9 ms |
24.1 ms |
New Model |
||
263 |
YOLO11-medium-pose (MXA-Optimized) |
640×640×3 |
22.7 M |
ONNX |
23 |
33 |
43.5 ms |
30.3 ms |
76.4 ms |
54.3 ms |
FPS +14% |
||
264 |
YOLO11-large-pose |
320×320×3 |
24.9 M |
ONNX |
107 |
150 |
9.3 ms |
6.7 ms |
42.8 ms |
30.4 ms |
New Model |
||
265 |
YOLO11-large-pose |
480×480×3 |
24.9 M |
ONNX |
14 |
20 |
71.4 ms |
50.0 ms |
113.0 ms |
79.9 ms |
New Model |
||
266 |
YOLO26-nano-pose |
320×320×3 |
2.8 M |
ONNX |
894 |
1229 |
1.1 ms |
0.8 ms |
4.4 ms |
3.3 ms |
New Model |
||
267 |
YOLO26-nano-pose |
480×480×3 |
2.8 M |
ONNX |
383 |
526 |
2.6 ms |
1.9 ms |
9.7 ms |
7.2 ms |
New Model |
||
268 |
YOLO26-nano-pose |
640×640×3 |
2.8 M |
ONNX |
161 |
229 |
6.2 ms |
4.4 ms |
19.9 ms |
14.3 ms |
New Model |
||
269 |
YOLO26-small-pose |
320×320×3 |
9.9 M |
ONNX |
436 |
618 |
2.3 ms |
1.6 ms |
9.6 ms |
6.9 ms |
New Model |
||
270 |
YOLO26-small-pose |
480×480×3 |
9.9 M |
ONNX |
152 |
215 |
6.6 ms |
4.7 ms |
21.6 ms |
15.5 ms |
New Model |
||
271 |
YOLO26-small-pose |
640×640×3 |
9.9 M |
ONNX |
41 |
59 |
24.4 ms |
16.9 ms |
41.9 ms |
29.9 ms |
New Model |
||
272 |
YOLO26-medium-pose |
320×320×3 |
20.5 M |
ONNX |
204 |
251 |
4.9 ms |
4.0 ms |
23.1 ms |
16.6 ms |
New Model |
||
273 |
YOLO26-medium-pose |
480×480×3 |
20.5 M |
ONNX |
49 |
69 |
20.4 ms |
14.5 ms |
51.1 ms |
36.3 ms |
New Model |
Face/Head
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
274 |
ACR-Loss |
224×224×3 |
2.3 M |
TFLite |
1982 |
2394 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
275 |
BlazeFace |
128×128×3 |
99.0 K |
TensorFlow |
6971 |
8317 |
0.1 ms |
0.1 ms |
0.5 ms |
0.4 ms |
FPS +5% |
||
276 |
BlazeFace-short-range |
128×128×3 |
99.1 K |
TFLite |
6975 |
8353 |
0.1 ms |
0.1 ms |
0.5 ms |
0.5 ms |
FPS +6% |
||
277 |
FaceBoxes |
1024×1024×3 |
982.3 K |
ONNX |
128 |
169 |
7.8 ms |
5.9 ms |
9.2 ms |
7.2 ms |
FPS +8% |
||
278 |
Face-Detection-0100 |
256×256×3 |
1.7 M |
TFLite |
1710 |
2109 |
0.6 ms |
0.5 ms |
1.6 ms |
1.3 ms |
|||
279 |
Face-Detection-adas-0001 |
384×672×3 |
1.0 M |
TFLite |
532 |
697 |
1.9 ms |
1.4 ms |
3.2 ms |
2.6 ms |
FPS +7% |
||
280 |
Face-Detection-YuNet |
640×640×3 |
51.9 K |
ONNX |
329 |
429 |
3.0 ms |
2.3 ms |
4.2 ms |
3.4 ms |
FPS +8% |
||
281 |
Face-landk |
160×160×3 |
611.3 K |
ONNX |
4376 |
5152 |
0.2 ms |
0.2 ms |
0.7 ms |
0.6 ms |
|||
282 |
Face-Mask-Detection |
300×300×3 |
2.5 M |
TFLite |
840 |
1187 |
1.2 ms |
0.8 ms |
2.6 ms |
2.1 ms |
|||
283 |
FaceMesh |
192×192×3 |
590.5 K |
TFLite |
3602 |
4493 |
0.3 ms |
0.2 ms |
0.8 ms |
0.6 ms |
FPS +6% |
||
284 |
Face-recognition-sface |
112×112×3 |
9.2 M |
ONNX |
2605 |
3686 |
0.4 ms |
0.3 ms |
1.5 ms |
1.2 ms |
|||
285 |
Head-Pose-Estimation |
320×320×3 |
798.8 K |
ONNX |
1207 |
1515 |
0.8 ms |
0.7 ms |
2.2 ms |
1.8 ms |
|||
286 |
MediaPipe-face-Detection-full-range |
192×192×3 |
502.1 K |
TFLite |
2581 |
3435 |
0.4 ms |
0.3 ms |
1.4 ms |
1.2 ms |
|||
287 |
MediaPipe-face-Detection-short-range |
128×128×3 |
99.1 K |
TFLite |
7018 |
8368 |
0.1 ms |
0.1 ms |
0.5 ms |
0.5 ms |
FPS +6% |
||
288 |
MediaPipe-face-landk |
192×192×3 |
590.5 K |
TFLite |
3601 |
4439 |
0.3 ms |
0.2 ms |
0.8 ms |
0.6 ms |
|||
289 |
MediaPipe-iris-landk |
64×64×3 |
636.0 K |
TFLite |
13857 |
19560 |
0.1 ms |
0.1 ms |
0.5 ms |
0.4 ms |
FPS +84% |
||
290 |
RetinaFace-10gf |
640×640×3 |
4.0 M |
ONNX |
176 |
249 |
5.7 ms |
4.0 ms |
10.8 ms |
7.8 ms |
New Model |
||
291 |
RetinaFace-ResNet-50 |
640×640×3 |
26.0 M |
ONNX |
44 |
62 |
22.7 ms |
16.1 ms |
33.7 ms |
24.2 ms |
|||
292 |
SFace |
112×112×3 |
9.2 M |
TFLite |
2604 |
3685 |
0.4 ms |
0.3 ms |
1.7 ms |
1.3 ms |
|||
293 |
SynergyNet |
120×120×3 |
2.2 M |
ONNX |
4942 |
6988 |
0.2 ms |
0.1 ms |
0.9 ms |
0.8 ms |
|||
294 |
UltraFace-RFB320 |
240×320×3 |
274.5 K |
ONNX |
1708 |
2098 |
0.6 ms |
0.5 ms |
1.2 ms |
1.1 ms |
|||
295 |
UltraFace-Slim |
240×320×3 |
258.5 K |
ONNX |
1708 |
2092 |
0.6 ms |
0.5 ms |
1.2 ms |
1.0 ms |
|||
296 |
WHENet |
224×224×3 |
4.1 M |
TFLite |
1022 |
1446 |
1.0 ms |
0.7 ms |
6.2 ms |
4.7 ms |
FPS +5% |
||
297 |
YOLO-v5-Face |
256×320×3 |
1.6 M |
TensorFlow |
1644 |
2094 |
0.6 ms |
0.5 ms |
2.7 ms |
2.1 ms |
FPS +5% |
||
298 |
YOLO-v9-tiny-face |
320×320×3 |
1.8 M |
ONNX |
419 |
594 |
2.4 ms |
1.7 ms |
6.3 ms |
4.6 ms |
New Model |
||
299 |
YOLO-v9-tiny-face |
640×640×3 |
1.8 M |
ONNX |
177 |
250 |
5.6 ms |
4.0 ms |
15.9 ms |
11.6 ms |
New Model |
||
300 |
YOLO-v9-tiny-relu-face |
320×320×3 |
1.8 M |
ONNX |
982 |
1390 |
1.0 ms |
0.7 ms |
5.4 ms |
4.0 ms |
New Model |
||
301 |
YOLO-v10-nano-face |
320×320×3 |
2.2 M |
ONNX |
1203 |
1513 |
0.8 ms |
0.7 ms |
3.0 ms |
2.4 ms |
New Model |
||
302 |
YOLO-v10-nano-face |
640×640×3 |
2.2 M |
ONNX |
233 |
316 |
4.3 ms |
3.2 ms |
10.9 ms |
8.1 ms |
New Model |
||
303 |
YOLO-v10-medium-face |
320×320×3 |
14.6 M |
ONNX |
208 |
291 |
4.8 ms |
3.4 ms |
16.2 ms |
11.6 ms |
New Model |
||
304 |
YuNet |
120×160×3 |
81.1 K |
TensorFlow |
6069 |
7221 |
0.2 ms |
0.1 ms |
0.5 ms |
0.4 ms |
FPS +5% |
||
305 |
YuNet-v2 |
640×640×3 |
51.9 K |
TFLite |
329 |
430 |
3.0 ms |
2.3 ms |
4.1 ms |
3.3 ms |
FPS +8% |
Classification (ImageNet)
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
306 |
CS3-DarkNet |
256×256×3 |
8.9 M |
ONNX |
1706 |
2099 |
0.6 ms |
0.5 ms |
2.4 ms |
1.9 ms |
|||
307 |
CS3-SE-DarkNet |
256×256×3 |
20.9 M |
ONNX |
89 |
126 |
11.2 ms |
7.9 ms |
35.0 ms |
24.9 ms |
|||
308 |
CSP-DarkNet-50 |
256×256×3 |
26.3 M |
ONNX |
441 |
628 |
2.3 ms |
1.6 ms |
10.4 ms |
7.4 ms |
|||
309 |
CSP-DarkNet-53 |
256×256×3 |
26.3 M |
ONNX |
469 |
665 |
2.1 ms |
1.5 ms |
10.5 ms |
7.6 ms |
|||
310 |
CSP-ResNet-50 |
256×256×3 |
20.6 M |
ONNX |
828 |
1172 |
1.2 ms |
0.9 ms |
4.9 ms |
3.6 ms |
|||
311 |
CSP-ResNeXt50 |
224×224×3 |
19.6 M |
ONNX |
201 |
284 |
5.0 ms |
3.5 ms |
13.1 ms |
9.4 ms |
New Model |
||
312 |
CSP-ResNeXt50 |
256×256×3 |
19.6 M |
ONNX |
169 |
240 |
5.9 ms |
4.2 ms |
13.9 ms |
10.0 ms |
New Model |
||
313 |
DarkNet-53 |
256×256×3 |
39.7 M |
ONNX |
81 |
114 |
12.3 ms |
8.8 ms |
24.6 ms |
17.5 ms |
|||
314 |
DarkNet-AA53 |
256×256×3 |
34.3 M |
ONNX |
224 |
317 |
4.5 ms |
3.2 ms |
14.0 ms |
10.1 ms |
|||
315 |
DenseNet121 |
224×224×3 |
7.7 M |
Keras |
786 |
1114 |
1.3 ms |
0.9 ms |
10.8 ms |
7.8 ms |
FPS +11% |
||
316 |
DenseNet169 |
224×224×3 |
13.6 M |
Keras |
486 |
688 |
2.1 ms |
1.5 ms |
19.3 ms |
13.8 ms |
|||
317 |
DenseNet201 |
224×224×3 |
19.3 M |
Keras |
341 |
484 |
2.9 ms |
2.1 ms |
32.7 ms |
23.2 ms |
|||
318 |
DenseNet121 |
224×224×3 |
7.8 M |
ONNX |
735 |
1033 |
1.4 ms |
1.0 ms |
11.7 ms |
8.4 ms |
|||
319 |
DLA46x |
224×224×3 |
1.0 M |
ONNX |
604 |
856 |
1.7 ms |
1.2 ms |
2.7 ms |
2.1 ms |
New Model |
||
320 |
DLA60x |
224×224×3 |
16.5 M |
ONNX |
245 |
348 |
4.1 ms |
2.9 ms |
12.4 ms |
8.9 ms |
New Model |
||
321 |
DLA34 |
224×224×3 |
15.0 M |
ONNX |
603 |
854 |
1.7 ms |
1.2 ms |
4.5 ms |
3.3 ms |
|||
322 |
DLA102 |
224×224×3 |
31.7 M |
ONNX |
197 |
279 |
5.1 ms |
3.6 ms |
18.0 ms |
12.8 ms |
New Model |
||
323 |
DPN68 |
224×224×3 |
12.0 M |
ONNX |
229 |
324 |
4.4 ms |
3.1 ms |
14.3 ms |
10.3 ms |
New Model |
||
324 |
EfficientNet-v2-B0 |
224×224×3 |
6.9 M |
Keras |
1107 |
1568 |
0.9 ms |
0.6 ms |
6.0 ms |
4.4 ms |
|||
325 |
EfficientNet-v2-B1 |
240×240×3 |
7.8 M |
Keras |
1024 |
1450 |
1.0 ms |
0.7 ms |
8.6 ms |
6.2 ms |
|||
326 |
EfficientNet-v2-B2 |
260×260×3 |
9.7 M |
Keras |
764 |
1083 |
1.3 ms |
0.9 ms |
13.9 ms |
10.0 ms |
|||
327 |
EfficientNet-v2-B3 |
300×300×3 |
13.8 M |
Keras |
523 |
741 |
1.9 ms |
1.3 ms |
26.0 ms |
18.5 ms |
|||
328 |
EfficientNet-v2-B0 |
224×224×3 |
6.8 M |
ONNX |
1107 |
1567 |
0.9 ms |
0.6 ms |
6.2 ms |
4.5 ms |
|||
329 |
EfficientNet-v2-B1 |
240×240×3 |
7.7 M |
ONNX |
1021 |
1445 |
1.0 ms |
0.7 ms |
9.9 ms |
7.1 ms |
|||
330 |
EfficientNet-v2-B2 |
260×260×3 |
9.6 M |
ONNX |
762 |
1079 |
1.3 ms |
0.9 ms |
16.0 ms |
11.4 ms |
|||
331 |
EfficientNet-B0 |
224×224×3 |
5.0 M |
ONNX |
1007 |
1427 |
1.0 ms |
0.7 ms |
7.0 ms |
5.2 ms |
|||
332 |
EfficientNet-B1 |
240×240×3 |
7.4 M |
ONNX |
520 |
736 |
1.9 ms |
1.4 ms |
13.8 ms |
10.2 ms |
|||
333 |
EfficientNet-B2 |
260×260×3 |
8.7 M |
ONNX |
433 |
612 |
2.3 ms |
1.6 ms |
20.0 ms |
14.4 ms |
New Model |
||
334 |
EfficientNet-EdgeTpu(L) |
300×300×3 |
10.1 M |
TFLite |
165 |
234 |
6.1 ms |
4.3 ms |
14.5 ms |
10.4 ms |
|||
335 |
EfficientNet-EdgeTpu(M) |
240×240×3 |
6.5 M |
TFLite |
449 |
636 |
2.2 ms |
1.6 ms |
6.6 ms |
4.8 ms |
|||
336 |
EfficientNet-EdgeTpu(S) |
224×224×3 |
3.9 M |
TFLite |
487 |
690 |
2.1 ms |
1.4 ms |
4.2 ms |
3.1 ms |
|||
337 |
EfficientNet-lite0 |
224×224×3 |
4.4 M |
TFLite |
1975 |
2396 |
0.5 ms |
0.4 ms |
2.0 ms |
1.5 ms |
|||
338 |
EfficientNet-lite1 |
240×240×3 |
5.1 M |
TFLite |
1975 |
2383 |
0.5 ms |
0.4 ms |
2.4 ms |
1.9 ms |
|||
339 |
EfficientNet-lite2 |
260×260×3 |
5.8 M |
TFLite |
1538 |
1781 |
0.7 ms |
0.6 ms |
3.3 ms |
2.6 ms |
|||
340 |
EfficientNet-lite3 |
280×280×3 |
7.8 M |
TFLite |
1283 |
1817 |
0.8 ms |
0.6 ms |
4.6 ms |
3.4 ms |
FPS +5% |
||
341 |
EfficientNet-lite4 |
224×224×3 |
12.4 M |
ONNX |
1404 |
1987 |
0.7 ms |
0.5 ms |
6.0 ms |
4.4 ms |
|||
342 |
EfficientNet-lite4 |
300×300×3 |
12.4 M |
TFLite |
748 |
1059 |
1.3 ms |
0.9 ms |
8.8 ms |
6.4 ms |
|||
343 |
FastViT |
256×256×3 |
3.8 M |
ONNX |
1290 |
1778 |
0.8 ms |
0.6 ms |
3.6 ms |
2.8 ms |
FPS +12% |
||
344 |
FBNet-v3 |
224×224×3 |
8.2 M |
ONNX |
1849 |
2346 |
0.5 ms |
0.4 ms |
7.8 ms |
5.7 ms |
|||
345 |
FBNetC |
224×224×3 |
5.3 M |
ONNX |
1971 |
2395 |
0.5 ms |
0.4 ms |
2.2 ms |
1.7 ms |
|||
346 |
GerNet-large |
256×256×3 |
29.6 M |
ONNX |
490 |
694 |
2.0 ms |
1.4 ms |
7.9 ms |
5.7 ms |
|||
347 |
GhostNet |
224×224×3 |
4.9 M |
ONNX |
1964 |
2375 |
0.5 ms |
0.4 ms |
3.3 ms |
2.5 ms |
FPS +6% |
||
348 |
GhostNet-v2 |
224×224×3 |
5.8 M |
ONNX |
1276 |
1807 |
0.8 ms |
0.6 ms |
5.5 ms |
4.1 ms |
FPS +24% |
||
349 |
GoogleNet |
224×224×3 |
6.7 M |
ONNX |
747 |
981 |
1.3 ms |
1.0 ms |
3.5 ms |
2.6 ms |
FPS +34% |
||
350 |
HardCoRe-NAS |
224×224×3 |
4.9 M |
ONNX |
1973 |
2393 |
0.5 ms |
0.4 ms |
2.5 ms |
1.9 ms |
|||
351 |
HBONet0.25 |
224×224×3 |
1.8 M |
ONNX |
1986 |
2398 |
0.5 ms |
0.4 ms |
1.4 ms |
1.2 ms |
|||
352 |
HBONet1.0 |
224×224×3 |
4.3 M |
ONNX |
1806 |
2381 |
0.6 ms |
0.4 ms |
2.9 ms |
2.2 ms |
FPS +102% |
||
353 |
HGNet-v2 |
224×224×3 |
37.7 M |
ONNX |
80 |
113 |
12.5 ms |
8.8 ms |
42.7 ms |
30.3 ms |
|||
354 |
HGNet-tiny |
224×224×3 |
14.0 M |
ONNX |
372 |
528 |
2.7 ms |
1.9 ms |
9.4 ms |
6.8 ms |
|||
355 |
Inception-v3 |
299×299×3 |
22.7 M |
Keras |
317 |
450 |
3.2 ms |
2.2 ms |
9.8 ms |
7.1 ms |
|||
356 |
Inception |
224×224×3 |
6.7 M |
ONNX |
761 |
1017 |
1.3 ms |
1.0 ms |
3.2 ms |
2.4 ms |
FPS +34% |
||
357 |
Inception |
224×224×3 |
6.3 M |
TFLite |
751 |
1064 |
1.3 ms |
0.9 ms |
2.8 ms |
2.1 ms |
|||
358 |
Inception-v2 |
224×224×3 |
10.7 M |
ONNX |
751 |
1063 |
1.3 ms |
0.9 ms |
3.5 ms |
2.6 ms |
|||
359 |
Inception-v3 |
224×224×3 |
10.7 M |
TFLite |
749 |
1061 |
1.3 ms |
0.9 ms |
3.6 ms |
2.7 ms |
|||
360 |
Inception-v3 |
299×299×3 |
22.7 M |
TFLite |
317 |
450 |
3.2 ms |
2.2 ms |
9.8 ms |
7.1 ms |
|||
361 |
Inception-v3 |
299×299×3 |
22.7 M |
TensorFlow |
317 |
450 |
3.2 ms |
2.2 ms |
9.8 ms |
7.1 ms |
|||
362 |
Inception-v3 |
299×299×3 |
22.7 M |
ONNX |
317 |
450 |
3.2 ms |
2.2 ms |
9.9 ms |
7.1 ms |
|||
363 |
Inception-v3 |
346×346×3 |
22.7 M |
TFLite |
275 |
390 |
3.6 ms |
2.6 ms |
11.0 ms |
7.9 ms |
|||
364 |
Inception-ResNet-v2 |
299×299×3 |
28.9 M |
TensorFlow |
155 |
220 |
6.5 ms |
4.5 ms |
37.6 ms |
26.8 ms |
|||
365 |
LCNet-0.5 |
224×224×3 |
1.8 M |
ONNX |
1984 |
2394 |
0.5 ms |
0.4 ms |
1.1 ms |
0.9 ms |
|||
366 |
MixNet-large |
224×224×3 |
7.0 M |
ONNX |
370 |
525 |
2.7 ms |
1.9 ms |
24.7 ms |
17.6 ms |
New Model |
||
367 |
MobileNet-v2 |
224×224×3 |
3.4 M |
Keras |
1982 |
2403 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
368 |
MobileNet-v4-conv-small |
224×224×3 |
3.6 M |
ONNX |
1976 |
2404 |
0.5 ms |
0.4 ms |
1.4 ms |
1.1 ms |
|||
369 |
MobileNet-v2-0.5 |
224×224×3 |
1.9 M |
ONNX |
1981 |
2407 |
0.5 ms |
0.4 ms |
1.1 ms |
1.0 ms |
|||
370 |
MobileNet |
128×128×3 |
4.0 M |
TFLite |
6961 |
8312 |
0.1 ms |
0.1 ms |
1.0 ms |
0.8 ms |
|||
371 |
MobileNet |
160×160×3 |
4.0 M |
TFLite |
4354 |
5129 |
0.2 ms |
0.2 ms |
1.2 ms |
1.0 ms |
|||
372 |
MobileNet |
192×192×3 |
4.0 M |
TFLite |
3589 |
4451 |
0.3 ms |
0.2 ms |
1.3 ms |
1.0 ms |
FPS +5% |
||
373 |
MobileNet |
224×224×3 |
4.0 M |
TFLite |
1980 |
2403 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
374 |
MobileNet |
224×224×3 |
4.0 M |
ONNX |
1985 |
2385 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
375 |
MobileNet-v1 |
224×224×3 |
4.1 M |
TensorFlow |
1981 |
2405 |
0.5 ms |
0.4 ms |
1.4 ms |
1.2 ms |
|||
376 |
MobileNet-v2 |
224×224×3 |
3.4 M |
ONNX |
1978 |
2412 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
377 |
MobileNet-v2 |
224×224×3 |
3.3 M |
TFLite |
1981 |
2412 |
0.5 ms |
0.4 ms |
1.6 ms |
1.3 ms |
|||
378 |
MobileNet-v3 |
224×224×3 |
3.9 M |
TFLite |
1974 |
2387 |
0.5 ms |
0.4 ms |
1.8 ms |
1.4 ms |
|||
379 |
MobileNet-v3 |
512×512×3 |
5.2 M |
TFLite |
475 |
620 |
2.1 ms |
1.6 ms |
8.9 ms |
6.6 ms |
FPS +7% |
||
380 |
MobileNet-v4 |
224×224×3 |
4.0 M |
ONNX |
1977 |
2411 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
381 |
MobileNet |
224×224×3 |
4.1 M |
Keras |
1976 |
2409 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
382 |
MobileNet-EdgeTPU-v2-extra-small |
224×224×3 |
4.2 M |
TFLite |
1971 |
2397 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
383 |
MobileNet-EdgeTPU-v2-m4 |
224×224×3 |
8.0 M |
ONNX |
564 |
799 |
1.8 ms |
1.3 ms |
4.2 ms |
3.1 ms |
|||
384 |
MobileOne |
224×224×3 |
7.4 M |
ONNX |
1972 |
2397 |
0.5 ms |
0.4 ms |
2.3 ms |
1.8 ms |
|||
385 |
MobileOne-s0 |
224×224×3 |
5.0 M |
ONNX |
1262 |
1729 |
0.8 ms |
0.6 ms |
3.3 ms |
2.5 ms |
New Model |
||
386 |
MobileOne-s1 |
224×224×3 |
4.6 M |
ONNX |
1575 |
1975 |
0.6 ms |
0.5 ms |
2.4 ms |
2.0 ms |
New Model |
||
387 |
MobileOne-s2 |
224×224×3 |
7.5 M |
ONNX |
1465 |
1856 |
0.7 ms |
0.5 ms |
3.1 ms |
2.4 ms |
New Model |
||
388 |
MobileOne-s3 |
224×224×3 |
9.7 M |
ONNX |
1301 |
1714 |
0.8 ms |
0.6 ms |
3.9 ms |
2.9 ms |
New Model |
||
389 |
MobileOne-s4 |
224×224×3 |
14.3 M |
ONNX |
808 |
1144 |
1.2 ms |
0.9 ms |
11.2 ms |
8.1 ms |
|||
390 |
NasNet(Mobile)-1.3 |
224×224×3 |
5.9 M |
TFLite |
1976 |
2406 |
0.5 ms |
0.4 ms |
2.2 ms |
1.7 ms |
|||
391 |
NasNet(Mobile) |
128×128×3 |
4.2 M |
TFLite |
6560 |
8259 |
0.2 ms |
0.1 ms |
1.4 ms |
1.1 ms |
FPS +23% |
||
392 |
NasNet(Mobile) |
160×160×3 |
4.2 M |
TFLite |
4322 |
5096 |
0.2 ms |
0.2 ms |
1.5 ms |
1.2 ms |
|||
393 |
NasNet(Mobile) |
192×192×3 |
4.2 M |
TFLite |
3579 |
4445 |
0.3 ms |
0.2 ms |
1.7 ms |
1.3 ms |
FPS +6% |
||
394 |
NasNet(Mobile) |
224×224×3 |
4.2 M |
TFLite |
1978 |
2407 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
395 |
NasNet(Mobile) |
224×224×3 |
4.2 M |
ONNX |
1980 |
2410 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
396 |
NasNet(Mobile)-small |
224×224×3 |
1.9 M |
ONNX |
1978 |
2407 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
397 |
PP-LCNet-v2 |
224×224×3 |
6.3 M |
TensorFlow |
1968 |
2384 |
0.5 ms |
0.4 ms |
2.5 ms |
2.0 ms |
|||
398 |
PpResNet-50 |
224×224×3 |
24.4 M |
ONNX |
739 |
1047 |
1.4 ms |
1.0 ms |
6.0 ms |
4.4 ms |
|||
399 |
RegNetX002 |
224×224×3 |
2.6 M |
Keras |
1978 |
2401 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
400 |
RegNetX004 |
224×224×3 |
5.0 M |
Keras |
1898 |
2325 |
0.5 ms |
0.4 ms |
3.3 ms |
2.5 ms |
|||
401 |
RegNetX006 |
224×224×3 |
5.9 M |
Keras |
1199 |
1697 |
0.8 ms |
0.6 ms |
3.8 ms |
2.9 ms |
|||
402 |
RegNetX008 |
224×224×3 |
7.0 M |
Keras |
1002 |
1418 |
1.0 ms |
0.7 ms |
4.7 ms |
3.4 ms |
|||
403 |
RegNetX016 |
224×224×3 |
8.8 M |
Keras |
284 |
402 |
3.5 ms |
2.5 ms |
12.0 ms |
8.6 ms |
|||
404 |
RegNetX002 |
224×224×3 |
2.6 M |
ONNX |
1972 |
2404 |
0.5 ms |
0.4 ms |
2.0 ms |
1.6 ms |
|||
405 |
RegNetX004 |
224×224×3 |
4.9 M |
ONNX |
1972 |
2399 |
0.5 ms |
0.4 ms |
2.8 ms |
2.1 ms |
New Model |
||
406 |
RegNetX008 |
224×224×3 |
6.9 M |
ONNX |
1015 |
1437 |
1.0 ms |
0.7 ms |
5.4 ms |
4.0 ms |
New Model |
||
407 |
RegNetX016 |
224×224×3 |
8.7 M |
ONNX |
287 |
407 |
3.5 ms |
2.5 ms |
11.6 ms |
8.4 ms |
New Model |
||
408 |
RegNetY002 |
224×224×3 |
3.0 M |
Keras |
1967 |
2364 |
0.5 ms |
0.4 ms |
3.8 ms |
2.9 ms |
|||
409 |
RegNetY004 |
224×224×3 |
4.2 M |
Keras |
759 |
1075 |
1.3 ms |
0.9 ms |
11.7 ms |
8.4 ms |
|||
410 |
RegNetY006 |
224×224×3 |
5.8 M |
Keras |
1106 |
1566 |
0.9 ms |
0.6 ms |
9.3 ms |
6.7 ms |
|||
411 |
RegNetY008 |
224×224×3 |
6.0 M |
Keras |
1285 |
1796 |
0.8 ms |
0.6 ms |
7.9 ms |
5.8 ms |
|||
412 |
RegNetY016 |
224×224×3 |
10.7 M |
Keras |
191 |
271 |
5.2 ms |
3.7 ms |
57.3 ms |
40.6 ms |
|||
413 |
RegNetY002 |
224×224×3 |
3.0 M |
ONNX |
1953 |
2373 |
0.5 ms |
0.4 ms |
5.0 ms |
3.7 ms |
|||
414 |
RepGhostNet-0.5 |
224×224×3 |
2.2 M |
ONNX |
1983 |
2401 |
0.5 ms |
0.4 ms |
1.6 ms |
1.3 ms |
|||
415 |
RepVGG-A0 |
224×224×3 |
7.9 M |
ONNX |
1840 |
2404 |
0.5 ms |
0.4 ms |
2.0 ms |
1.6 ms |
|||
416 |
RepVGG-A1 |
224×224×3 |
12.2 M |
ONNX |
1974 |
2399 |
0.5 ms |
0.4 ms |
2.1 ms |
1.6 ms |
|||
417 |
RepVGG-A2 |
224×224×3 |
24.3 M |
ONNX |
745 |
1055 |
1.3 ms |
0.9 ms |
4.3 ms |
3.2 ms |
|||
418 |
RepVGG-B0 |
224×224×3 |
13.7 M |
ONNX |
1127 |
1595 |
0.9 ms |
0.6 ms |
3.4 ms |
2.5 ms |
|||
419 |
RepViT |
224×224×3 |
5.2 M |
ONNX |
1952 |
2361 |
0.5 ms |
0.4 ms |
5.0 ms |
3.7 ms |
|||
420 |
Res2NeXt50 |
224×224×3 |
23.5 M |
ONNX |
309 |
437 |
3.2 ms |
2.3 ms |
14.2 ms |
10.1 ms |
|||
421 |
ResNet-v1-d50 |
224×224×3 |
24.4 M |
ONNX |
729 |
1033 |
1.4 ms |
1.0 ms |
6.3 ms |
4.6 ms |
|||
422 |
ResNet32-TS |
256×256×3 |
17.1 M |
ONNX |
810 |
1147 |
1.2 ms |
0.9 ms |
3.7 ms |
2.8 ms |
|||
423 |
ResNet33-TS |
256×256×3 |
18.7 M |
ONNX |
794 |
1124 |
1.3 ms |
0.9 ms |
3.8 ms |
2.9 ms |
|||
424 |
ResNet-50 (MXA-Optimized) |
224×224×3 |
20.5 M |
ONNX |
1778 |
2317 |
0.6 ms |
0.4 ms |
3.2 ms |
2.4 ms |
New Model |
||
425 |
ResNet-50 |
224×224×3 |
24.4 M |
Keras |
810 |
1148 |
1.2 ms |
0.9 ms |
5.2 ms |
3.8 ms |
|||
426 |
ResNet-50-v2 |
224×224×3 |
24.4 M |
Keras |
968 |
1371 |
1.0 ms |
0.7 ms |
5.4 ms |
3.9 ms |
FPS +18% |
||
427 |
ResNet-18 |
224×224×3 |
11.2 M |
ONNX |
1862 |
2297 |
0.5 ms |
0.4 ms |
1.8 ms |
1.4 ms |
|||
428 |
ResNet-34 |
224×224×3 |
20.8 M |
ONNX |
926 |
1312 |
1.1 ms |
0.8 ms |
4.4 ms |
3.3 ms |
|||
429 |
ResNet-50 |
224×224×3 |
24.4 M |
ONNX |
811 |
1148 |
1.2 ms |
0.9 ms |
5.0 ms |
3.7 ms |
|||
430 |
ResNet-50 |
224×224×3 |
24.3 M |
TFLite |
810 |
1147 |
1.2 ms |
0.9 ms |
5.1 ms |
3.8 ms |
|||
431 |
ResNet-18-v2 |
224×224×3 |
11.2 M |
ONNX |
1860 |
2289 |
0.5 ms |
0.4 ms |
1.8 ms |
1.4 ms |
|||
432 |
ResNet-34-v2 |
224×224×3 |
20.8 M |
ONNX |
968 |
1370 |
1.0 ms |
0.7 ms |
4.4 ms |
3.3 ms |
|||
433 |
ResNet-50-v2 |
224×224×3 |
24.4 M |
ONNX |
769 |
1090 |
1.3 ms |
0.9 ms |
6.2 ms |
4.5 ms |
FPS +11% |
||
434 |
ResNet-B-50 (Blur) |
224×224×3 |
24.4 M |
ONNX |
551 |
781 |
1.8 ms |
1.3 ms |
7.2 ms |
5.3 ms |
|||
435 |
ResNet-B-26 |
224×224×3 |
15.2 M |
ONNX |
1209 |
1475 |
0.8 ms |
0.7 ms |
2.2 ms |
1.9 ms |
|||
436 |
ResNet-Q-51 |
256×256×3 |
34.0 M |
ONNX |
138 |
196 |
7.2 ms |
5.1 ms |
16.1 ms |
11.6 ms |
|||
437 |
ResNeXt26ts |
256×256×3 |
9.8 M |
ONNX |
903 |
976 |
1.1 ms |
1.0 ms |
2.9 ms |
2.4 ms |
|||
438 |
ResNeXt50 |
224×224×3 |
23.8 M |
ONNX |
132 |
187 |
7.6 ms |
5.3 ms |
16.0 ms |
11.4 ms |
New Model |
||
439 |
ReXNet |
224×224×3 |
4.6 M |
ONNX |
1957 |
2375 |
0.5 ms |
0.4 ms |
4.4 ms |
3.4 ms |
|||
440 |
ReXNetr-200 |
224×224×3 |
15.7 M |
ONNX |
772 |
1092 |
1.3 ms |
0.9 ms |
11.2 ms |
8.0 ms |
|||
441 |
SelecSLS |
224×224×3 |
30.9 M |
ONNX |
584 |
827 |
1.7 ms |
1.2 ms |
5.5 ms |
4.0 ms |
New Model |
||
442 |
SelecSLS60 |
224×224×3 |
29.2 M |
ONNX |
323 |
457 |
3.1 ms |
2.2 ms |
8.2 ms |
5.9 ms |
|||
443 |
SeNasNet(Mobile)-0.75 |
224×224×3 |
2.8 M |
ONNX |
1973 |
2395 |
0.5 ms |
0.4 ms |
2.4 ms |
1.9 ms |
|||
444 |
SeNasNet(Mobile) |
224×224×3 |
3.7 M |
ONNX |
1966 |
2382 |
0.5 ms |
0.4 ms |
3.0 ms |
2.4 ms |
|||
445 |
SeResNet33-TS |
256×256×3 |
18.8 M |
ONNX |
299 |
424 |
3.3 ms |
2.4 ms |
16.3 ms |
11.9 ms |
FPS +8% |
||
446 |
ShuffleNet |
224×224×3 |
1.8 M |
ONNX |
1981 |
2411 |
0.5 ms |
0.4 ms |
1.6 ms |
1.3 ms |
|||
447 |
ShuffleNet-v2 |
224×224×3 |
2.2 M |
ONNX |
1973 |
2410 |
0.5 ms |
0.4 ms |
1.6 ms |
1.3 ms |
|||
448 |
SPNasNet |
224×224×3 |
4.2 M |
ONNX |
1969 |
2408 |
0.5 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
449 |
SqueezeNet1.1 |
224×224×3 |
1.2 M |
ONNX |
1977 |
2416 |
0.5 ms |
0.4 ms |
1.2 ms |
1.0 ms |
|||
450 |
SqueezeNet |
224×224×3 |
1.2 M |
ONNX |
1984 |
2413 |
0.5 ms |
0.4 ms |
1.1 ms |
0.9 ms |
|||
451 |
SqueezeNet |
224×224×3 |
1.2 M |
TFLite |
1036 |
1466 |
1.0 ms |
0.7 ms |
1.7 ms |
1.4 ms |
|||
452 |
TinyNet-A |
192×192×3 |
5.9 M |
ONNX |
1303 |
1844 |
0.8 ms |
0.5 ms |
6.8 ms |
5.1 ms |
|||
453 |
VoVNet-v2 |
224×224×3 |
6.2 M |
ONNX |
1057 |
1122 |
0.9 ms |
0.9 ms |
4.0 ms |
3.4 ms |
|||
454 |
Xception |
299×299×3 |
25.7 M |
ONNX |
254 |
359 |
3.9 ms |
2.8 ms |
16.1 ms |
11.5 ms |
|||
455 |
Xception |
299×299×3 |
21.8 M |
Keras |
292 |
414 |
3.4 ms |
2.4 ms |
13.1 ms |
9.4 ms |
|||
456 |
YOLO-v8-nano-CLS |
224×224×3 |
2.6 M |
TFLite |
1982 |
2399 |
0.5 ms |
0.4 ms |
1.3 ms |
1.1 ms |
|||
457 |
YOLO-v8-small-CLS |
224×224×3 |
6.1 M |
TFLite |
1978 |
2399 |
0.5 ms |
0.4 ms |
1.8 ms |
1.4 ms |
|||
458 |
YOLO-v8-medium-CLS |
224×224×3 |
16.3 M |
TFLite |
1021 |
1447 |
1.0 ms |
0.7 ms |
4.3 ms |
3.2 ms |
|||
459 |
YOLO-v8-large-CLS |
224×224×3 |
35.7 M |
TFLite |
234 |
331 |
4.3 ms |
3.0 ms |
14.6 ms |
10.5 ms |
|||
460 |
YOLO11-nano-CLS |
224×224×3 |
2.7 M |
ONNX |
1986 |
2415 |
0.5 ms |
0.4 ms |
1.4 ms |
1.1 ms |
|||
461 |
YOLO11-small-CLS |
224×224×3 |
6.4 M |
ONNX |
1970 |
2403 |
0.5 ms |
0.4 ms |
2.2 ms |
1.7 ms |
|||
462 |
YOLO11-medium-CLS |
224×224×3 |
11.1 M |
ONNX |
1112 |
1575 |
0.9 ms |
0.6 ms |
3.8 ms |
2.8 ms |
FPS +68% |
||
463 |
YOLO11-large-CLS |
224×224×3 |
13.4 M |
ONNX |
572 |
810 |
1.7 ms |
1.2 ms |
7.2 ms |
5.3 ms |
FPS +20% |
||
464 |
YOLO11-extra-large-CLS |
224×224×3 |
28.2 M |
ONNX |
274 |
388 |
3.6 ms |
2.6 ms |
14.6 ms |
10.5 ms |
FPS +20% |
||
465 |
YOLO26-nano-CLS |
320×320×3 |
2.7 M |
ONNX |
1211 |
1537 |
0.8 ms |
0.7 ms |
2.2 ms |
1.8 ms |
New Model |
||
466 |
YOLO26-nano-CLS |
480×480×3 |
2.7 M |
ONNX |
563 |
726 |
1.8 ms |
1.4 ms |
4.3 ms |
3.3 ms |
New Model |
||
467 |
YOLO26-nano-CLS |
640×640×3 |
2.7 M |
ONNX |
277 |
387 |
3.6 ms |
2.6 ms |
8.4 ms |
6.4 ms |
New Model |
||
468 |
YOLO26-small-CLS |
320×320×3 |
6.4 M |
ONNX |
798 |
1130 |
1.3 ms |
0.9 ms |
3.8 ms |
2.8 ms |
New Model |
||
469 |
YOLO26-small-CLS |
480×480×3 |
6.4 M |
ONNX |
399 |
564 |
2.5 ms |
1.8 ms |
7.4 ms |
5.4 ms |
New Model |
||
470 |
YOLO26-small-CLS |
640×640×3 |
6.4 M |
ONNX |
132 |
186 |
7.6 ms |
5.4 ms |
16.1 ms |
11.6 ms |
New Model |
||
471 |
YOLO26-medium-CLS |
320×320×3 |
11.1 M |
ONNX |
397 |
563 |
2.5 ms |
1.8 ms |
6.9 ms |
5.0 ms |
New Model |
||
472 |
YOLO26-medium-CLS |
480×480×3 |
11.1 M |
ONNX |
219 |
310 |
4.6 ms |
3.2 ms |
12.6 ms |
9.1 ms |
New Model |
||
473 |
YOLO26-medium-CLS |
640×640×3 |
11.1 M |
ONNX |
72 |
102 |
13.9 ms |
9.8 ms |
25.9 ms |
18.6 ms |
New Model |
Image Enhancement/Super Resolution
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
474 |
AOD-Net |
480×640×3 |
1.7 K |
TFLite |
51 |
73 |
19.6 ms |
13.7 ms |
20.4 ms |
14.6 ms |
|||
475 |
AOD-Net |
720×1280×3 |
1.7 K |
TFLite |
17 |
24 |
58.8 ms |
41.7 ms |
59.9 ms |
42.8 ms |
|||
476 |
Colorization-v2 |
256×256×1 |
30.7 M |
ONNX |
31 |
44 |
32.3 ms |
22.7 ms |
50.7 ms |
36.2 ms |
|||
477 |
DPED |
384×512×48 |
414.7 K |
TFLite |
41 |
45 |
24.4 ms |
22.2 ms |
36.4 ms |
34.6 ms |
|||
478 |
ESRGAN |
128×128×3 |
1.2 M |
TFLite |
55 |
78 |
18.2 ms |
12.8 ms |
26.2 ms |
18.7 ms |
|||
479 |
Fast-SRGAN |
128×128×3 |
154.9 K |
TFLite |
61 |
87 |
16.4 ms |
11.5 ms |
17.3 ms |
12.5 ms |
|||
480 |
Fast-SRGAN |
512×512×3 |
154.9 K |
TFLite |
3 |
5 |
333.3 ms |
200.0 ms |
264.2 ms |
188.5 ms |
|||
481 |
IMDN |
360×640×3 |
873.0 K |
TFLite |
12 |
17 |
83.3 ms |
58.8 ms |
93.5 ms |
68.3 ms |
FPS +6% |
||
482 |
IMDN |
480×640×3 |
873.0 K |
TFLite |
9 |
13 |
111.1 ms |
76.9 ms |
122.0 ms |
88.8 ms |
FPS +8% |
||
483 |
IMDN |
1024×1024×3 |
149.1 K |
TFLite |
42 |
44 |
23.8 ms |
22.7 ms |
25.8 ms |
24.4 ms |
FPS +7% |
||
484 |
MBLLEN |
480×640×3 |
439.6 K |
TFLite |
10 |
15 |
100.0 ms |
66.7 ms |
98.8 ms |
70.1 ms |
|||
485 |
MBLLEN |
720×1280×3 |
439.6 K |
TFLite |
3 |
5 |
333.3 ms |
200.0 ms |
289.4 ms |
204.8 ms |
|||
486 |
Noise2Noise |
256×256×3 |
1.2 M |
TFLite |
61 |
86 |
16.4 ms |
11.6 ms |
20.8 ms |
14.9 ms |
|||
487 |
PMN |
416×416×4 |
7.4 M |
ONNX |
43 |
62 |
23.3 ms |
16.1 ms |
26.5 ms |
19.0 ms |
|||
488 |
Real-Time-Super-Resolution |
240×320×3 |
1.3 M |
TFLite |
6 |
9 |
166.7 ms |
111.1 ms |
168.4 ms |
119.4 ms |
|||
489 |
RFDN |
96×96×3 |
423.3 K |
ONNX |
12 |
17 |
83.3 ms |
58.8 ms |
79.5 ms |
56.3 ms |
|||
490 |
RFDN |
160×160×3 |
423.3 K |
ONNX |
23 |
33 |
43.5 ms |
30.3 ms |
76.1 ms |
54.0 ms |
FPS +6% |
||
491 |
SCI |
288×800×3 |
0.2 K |
ONNX |
543 |
557 |
1.8 ms |
1.8 ms |
2.8 ms |
2.7 ms |
|||
492 |
SCL-LLE |
180×320×3 |
77.6 K |
TFLite |
141 |
157 |
7.1 ms |
6.4 ms |
8.7 ms |
7.9 ms |
|||
493 |
SCL-LLE |
240×320×3 |
77.6 K |
TFLite |
106 |
118 |
9.4 ms |
8.5 ms |
11.4 ms |
10.3 ms |
|||
494 |
SG-Low-Light-Image-Enhancement |
24×54×3 |
10.3 K |
ONNX |
6728 |
6963 |
0.1 ms |
0.1 ms |
0.3 ms |
0.3 ms |
|||
495 |
SRCNN-di-v2-k |
896×896×3 |
19.6 K |
ONNX |
7 |
10 |
142.9 ms |
100.0 ms |
136.8 ms |
97.1 ms |
|||
496 |
SRGAN |
256×256×3 |
1.4 M |
TFLite |
7 |
11 |
142.9 ms |
90.9 ms |
135.2 ms |
95.8 ms |
|||
497 |
Super-Resolution |
224×224×1 |
58.3 K |
ONNX |
160 |
226 |
6.2 ms |
4.4 ms |
6.8 ms |
4.9 ms |
|||
498 |
TBEFN |
180×320×3 |
475.0 K |
TFLite |
211 |
237 |
4.7 ms |
4.2 ms |
6.0 ms |
5.4 ms |
FPS +16% |
||
499 |
TBEFN |
240×320×3 |
475.0 K |
TFLite |
160 |
182 |
6.2 ms |
5.5 ms |
7.4 ms |
6.8 ms |
FPS +18% |
||
500 |
VSR |
540×960×3 |
18.6 K |
TFLite |
29 |
32 |
34.5 ms |
31.2 ms |
52.2 ms |
48.0 ms |
|||
501 |
XLSR |
360×640×3 |
21.5 K |
TFLite |
69 |
98 |
14.5 ms |
10.2 ms |
20.1 ms |
15.9 ms |
|||
502 |
Y-Net |
240×320×3 |
190.9 K |
TFLite |
130 |
160 |
7.7 ms |
6.2 ms |
8.6 ms |
7.1 ms |
|||
503 |
Y-Net |
480×640×3 |
190.9 K |
TFLite |
31 |
37 |
32.3 ms |
27.0 ms |
32.9 ms |
28.2 ms |
|||
504 |
Zero-DCE |
240×320×3 |
77.6 K |
TFLite |
121 |
126 |
8.3 ms |
7.9 ms |
10.1 ms |
9.7 ms |
|||
505 |
Zero-DCE |
360×640×3 |
77.6 K |
TFLite |
40 |
42 |
25.0 ms |
23.8 ms |
29.3 ms |
28.0 ms |
|||
506 |
Zero-DCE-improved |
360×512×3 |
23.0 K |
ONNX |
87 |
123 |
11.5 ms |
8.1 ms |
15.1 ms |
11.6 ms |
Classification (Other)
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
507 |
Aiy-vision-classifier-birds |
224×224×3 |
3.3 M |
TFLite |
1785 |
2411 |
0.6 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
508 |
Aiy-vision-classifier-food |
192×192×3 |
5.0 M |
TFLite |
3586 |
4477 |
0.3 ms |
0.2 ms |
1.3 ms |
1.0 ms |
FPS +6% |
||
509 |
Aiy-vision-classifier-insects |
224×224×3 |
3.4 M |
TFLite |
1785 |
2403 |
0.6 ms |
0.4 ms |
1.9 ms |
1.5 ms |
|||
510 |
Aiy-vision-classifier-plants |
224×224×3 |
4.7 M |
TFLite |
1785 |
2408 |
0.6 ms |
0.4 ms |
2.0 ms |
1.5 ms |
|||
511 |
Anti-spoof-mn3 |
128×128×3 |
2.9 M |
TFLite |
3743 |
5293 |
0.3 ms |
0.2 ms |
1.7 ms |
1.3 ms |
|||
512 |
CropNet-classifier-cassava-disease |
224×224×3 |
4.0 M |
TFLite |
1973 |
2386 |
0.5 ms |
0.4 ms |
2.8 ms |
2.2 ms |
|||
513 |
Gender-googleNet |
224×224×3 |
5.7 M |
ONNX |
748 |
982 |
1.3 ms |
1.0 ms |
3.1 ms |
2.4 ms |
FPS +34% |
||
514 |
Malaria-Detector |
125×125×3 |
6.7 M |
Keras |
6971 |
8519 |
0.1 ms |
0.1 ms |
0.5 ms |
0.4 ms |
FPS +5% |
||
515 |
NSFW |
224×224×3 |
5.6 M |
TFLite |
1861 |
2289 |
0.5 ms |
0.4 ms |
1.9 ms |
1.6 ms |
|||
516 |
Person-Attributes-recog-crossroad-0230 |
160×80×3 |
717.7 K |
TFLite |
5824 |
8220 |
0.2 ms |
0.1 ms |
0.6 ms |
0.5 ms |
|||
517 |
Solar Panel Classification - Satellite |
640×640×3 |
14.5 M |
Keras |
20 |
28 |
50.0 ms |
35.7 ms |
55.8 ms |
39.7 ms |
|||
518 |
Vehicle-Attributes-recog-barrier-0039 |
72×72×3 |
611.5 K |
TFLite |
7149 |
10057 |
0.1 ms |
0.1 ms |
0.4 ms |
0.3 ms |
FPS +14% |
||
519 |
Vehicle-Attributes-recog-barrier-0042 |
72×72×3 |
10.7 M |
TFLite |
4427 |
6263 |
0.2 ms |
0.2 ms |
1.1 ms |
0.8 ms |
ADAS/Driver Monitoring
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
520 |
Driver-action-recognition-adas-0002-encod… |
224×224×3 |
2.7 M |
TFLite |
1979 |
2400 |
0.5 ms |
0.4 ms |
1.5 ms |
1.3 ms |
|||
521 |
Gaze-estimation-adas-0002 |
60×60×3, 60×60×3, 3 |
1.8 M |
TFLite |
383 |
383 |
2.6 ms |
2.6 ms |
3.0 ms |
3.0 ms |
FPS +43% |
||
522 |
Head-pose-estimation-adas-0001 |
60×60×3 |
1.8 M |
TFLite |
8421 |
11911 |
0.1 ms |
0.1 ms |
0.6 ms |
0.5 ms |
|||
523 |
LaneNet |
256×512×3 |
2.2 M |
TFLite |
11 |
16 |
90.9 ms |
62.5 ms |
90.4 ms |
64.0 ms |
New Model |
||
524 |
Open-closed-eye-0001 |
32×32×3 |
11.0 K |
ONNX |
34597 |
37925 |
0.0 ms |
0.0 ms |
0.2 ms |
0.2 ms |
FPS +93% |
||
525 |
Pedestrian-and-vehicle-Detector-adas-0001 |
384×672×3 |
1.6 M |
TFLite |
532 |
589 |
1.9 ms |
1.7 ms |
3.6 ms |
3.3 ms |
|||
526 |
Pedestrian-Detection-adas-0002 |
384×672×3 |
1.1 M |
TFLite |
532 |
696 |
1.9 ms |
1.4 ms |
3.4 ms |
2.8 ms |
FPS +7% |
||
527 |
Vehicle-Detection-0200 |
256×256×3 |
1.7 M |
TFLite |
1712 |
2089 |
0.6 ms |
0.5 ms |
1.6 ms |
1.3 ms |
|||
528 |
YOLOp320 |
320×320×3 |
7.6 M |
ONNX |
401 |
568 |
2.5 ms |
1.8 ms |
7.3 ms |
5.3 ms |
|||
529 |
YOLOp640 |
640×640×3 |
7.6 M |
ONNX |
134 |
190 |
7.5 ms |
5.3 ms |
17.5 ms |
12.7 ms |
Depth Estimation
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
530 |
Graft-PSMNet |
256×80×120 |
1.2 M |
ONNX |
199 |
208 |
5.0 ms |
4.8 ms |
7.9 ms |
7.2 ms |
FPS +8% |
||
531 |
Graft-PSMNet |
256×120×160 |
1.2 M |
ONNX |
105 |
105 |
9.5 ms |
9.5 ms |
14.4 ms |
14.4 ms |
FPS +9% |
||
532 |
HR-Depth |
384×1280×3 |
10.7 M |
ONNX |
53 |
53 |
18.9 ms |
18.9 ms |
25.5 ms |
25.4 ms |
|||
533 |
MiDaS |
256×256×3 |
15.8 M |
TFLite |
206 |
291 |
4.9 ms |
3.4 ms |
14.3 ms |
10.3 ms |
|||
534 |
MV3-Depth |
384×576×3 |
2.7 M |
TFLite |
168 |
233 |
6.0 ms |
4.3 ms |
16.6 ms |
12.2 ms |
New Model |
||
535 |
PyDNet |
192×320×3 |
1.9 M |
TFLite |
354 |
501 |
2.8 ms |
2.0 ms |
4.9 ms |
3.7 ms |
|||
536 |
PyDNet2 |
384×640×3 |
699.9 K |
TFLite |
88 |
100 |
11.4 ms |
10.0 ms |
14.1 ms |
12.3 ms |
|||
537 |
PyDNet2 |
384×1280×3 |
699.9 K |
TFLite |
44 |
63 |
22.7 ms |
15.9 ms |
27.2 ms |
19.8 ms |
Hand/Palm
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
538 |
Hand-Detection-and-Tracking |
256×256×3 |
1.3 M |
TensorFlow |
901 |
1120 |
1.1 ms |
0.9 ms |
4.1 ms |
3.1 ms |
|||
539 |
Hand-recrop |
256×256×3 |
26.1 K |
TFLite |
1713 |
2109 |
0.6 ms |
0.5 ms |
0.9 ms |
0.8 ms |
|||
540 |
MediaPipe-hand-landk |
224×224×3 |
2.6 M |
TFLite |
1983 |
2409 |
0.5 ms |
0.4 ms |
1.8 ms |
1.4 ms |
|||
541 |
MediaPipe-hand-landk-lite |
224×224×3 |
988.0 K |
TFLite |
1974 |
2410 |
0.5 ms |
0.4 ms |
1.4 ms |
1.1 ms |
|||
542 |
MediaPipe-hand-recrop |
256×256×3 |
26.4 K |
TFLite |
1715 |
2105 |
0.6 ms |
0.5 ms |
0.9 ms |
0.8 ms |
|||
543 |
MediaPipe-palm-Detection |
192×192×3 |
1.1 M |
TFLite |
920 |
1297 |
1.1 ms |
0.8 ms |
2.6 ms |
1.9 ms |
|||
544 |
MediaPipe-palm-Detection-lite |
192×192×3 |
937.6 K |
TFLite |
1269 |
1748 |
0.8 ms |
0.6 ms |
2.1 ms |
1.6 ms |
|||
545 |
Palm-Detection-mediapipe |
192×192×3 |
937.6 K |
ONNX |
1140 |
1583 |
0.9 ms |
0.6 ms |
2.2 ms |
1.8 ms |
Point Cloud
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
546 |
MMDet3d-CenterPoint |
20×10 |
0.6 K |
ONNX |
40722 |
41277 |
0.0 ms |
0.0 ms |
0.2 ms |
0.2 ms |
FPS +8% |
||
547 |
MMDet3d-CenterPoint |
800×800×64 |
4.9 M |
ONNX |
12 |
12 |
83.3 ms |
83.3 ms |
104.8 ms |
104.8 ms |
FPS +9% |
||
548 |
MMDet3d-PointPillars |
20×10 |
0.6 K |
ONNX |
39600 |
39922 |
0.0 ms |
0.0 ms |
0.2 ms |
0.2 ms |
|||
549 |
MMDet3d-PointPillars |
468×468×64 |
4.6 M |
ONNX |
2 |
3 |
500.0 ms |
333.3 ms |
410.3 ms |
296.6 ms |
|||
550 |
PointPillars (SECFPN) - KITTI 3D |
496×432×64 |
4.6 M |
ONNX |
10 |
14 |
100.0 ms |
71.4 ms |
110.2 ms |
82.3 ms |
|||
551 |
PointPillars (SECFPN-SBN) - NUS 3D |
400×400×64 |
4.7 M |
ONNX |
13 |
18 |
76.9 ms |
55.6 ms |
94.0 ms |
71.9 ms |
|||
552 |
Pointpillars-kitti-3d-car |
496×432×64 |
4.6 M |
ONNX |
10 |
14 |
100.0 ms |
71.4 ms |
108.4 ms |
80.4 ms |
|||
553 |
SFA3D |
608×608×3 |
12.1 M |
TensorFlow |
102 |
106 |
9.8 ms |
9.4 ms |
17.3 ms |
14.2 ms |
FPS +12% |
Style Transfer/GANs
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
554 |
Arbitrary-stylization |
256×256×3 |
2.2 M |
TFLite |
1710 |
2096 |
0.6 ms |
0.5 ms |
1.6 ms |
1.3 ms |
|||
555 |
Arbitrary-stylization-inception-v3 |
256×256×3 |
8.6 M |
TFLite |
566 |
802 |
1.8 ms |
1.2 ms |
4.7 ms |
3.5 ms |
|||
556 |
Facial-cartoonizer |
512×512×3 |
2.0 M |
ONNX |
61 |
87 |
16.4 ms |
11.5 ms |
19.2 ms |
13.8 ms |
|||
557 |
Magenta-arbitrary-stylization-256 |
256×256×3 |
2.2 M |
TFLite |
1708 |
2102 |
0.6 ms |
0.5 ms |
1.6 ms |
1.3 ms |
|||
558 |
MobileStyleGAN |
512 |
2.0 M |
ONNX |
41123 |
41123 |
0.0 ms |
0.0 ms |
0.2 ms |
0.2 ms |
FPS +9% |
Audio/Speech
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
559 |
Audio-classification (YamNet) |
96×64×1 |
3.6 M |
TFLite |
16601 |
17785 |
0.1 ms |
0.1 ms |
0.8 ms |
0.6 ms |
FPS +48% |
||
560 |
Audio-Denoising (UNet) |
128×128×1 |
1.9 M |
Keras |
1735 |
2114 |
0.6 ms |
0.5 ms |
1.8 ms |
1.3 ms |
|||
561 |
FRILL |
96×64×1 |
9.6 M |
TFLite |
5529 |
7824 |
0.2 ms |
0.1 ms |
1.2 ms |
0.9 ms |
|||
562 |
Speech-enhancement |
128×128×1 |
1.9 M |
ONNX |
969 |
1372 |
1.0 ms |
0.7 ms |
2.1 ms |
1.6 ms |
|||
563 |
YAMNet |
96×64×1 |
3.6 M |
TFLite |
16523 |
17848 |
0.1 ms |
0.1 ms |
0.8 ms |
0.6 ms |
FPS +49% |
Emotion Detection
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
564 |
Emotion-FERPlus |
64×64×1 |
8.4 M |
TFLite |
965 |
1367 |
1.0 ms |
0.7 ms |
1.7 ms |
1.3 ms |
|||
565 |
Emotion-ferplus |
64×64×1 |
3.3 M |
ONNX |
991 |
1404 |
1.0 ms |
0.7 ms |
1.6 ms |
1.2 ms |
|||
566 |
Facial-expRession-recognition-MobilefaceN… |
112×112×3 |
1.1 M |
TFLite |
5770 |
7632 |
0.2 ms |
0.1 ms |
0.9 ms |
0.8 ms |
|||
567 |
Facial-expRession-recognition-MobilefaceN… |
112×112×3 |
1.1 M |
ONNX |
5774 |
7627 |
0.2 ms |
0.1 ms |
0.9 ms |
0.7 ms |
|||
568 |
Facial-expRession-recognition-MobilefaceN… |
112×112×3 |
1.1 M |
ONNX |
1127 |
1596 |
0.9 ms |
0.6 ms |
5.1 ms |
3.7 ms |
FPS +15% |
Wireframe/keypoint Detection
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
569 |
DeepLSD |
480×640×1 |
8.2 M |
ONNX |
6 |
9 |
166.7 ms |
111.1 ms |
150.3 ms |
107.6 ms |
New Model |
||
570 |
F-Clip |
512×512×3 |
4.0 M |
TensorFlow |
67 |
94 |
14.9 ms |
10.6 ms |
22.8 ms |
16.4 ms |
New Model |
||
571 |
M-LSD |
320×320×4 |
599.8 K |
TFLite |
804 |
1139 |
1.2 ms |
0.9 ms |
2.7 ms |
2.2 ms |
|||
572 |
M-LSD |
512×512×4 |
1.5 M |
TFLite |
31 |
44 |
32.3 ms |
22.7 ms |
36.0 ms |
26.1 ms |
Gesture Recognition
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
573 |
American-sign-language |
224×224×3 |
2.7 M |
TFLite |
1982 |
2398 |
0.5 ms |
0.4 ms |
1.5 ms |
1.2 ms |
|||
574 |
FINNger |
96×96×3 |
3.2 M |
TensorFlow |
375 |
528 |
2.7 ms |
1.9 ms |
3.4 ms |
2.4 ms |
|||
575 |
Naruto-handsign-Detection |
416×416×3 |
871.1 K |
TFLite |
864 |
994 |
1.2 ms |
1.0 ms |
3.1 ms |
2.7 ms |
FPS +17% |
Tracking
# |
Name |
Input Resolution |
Params Count |
F/W |
FPS (14T) |
FPS (20T) |
Latency 1 (14T) |
Latency 1 (20T) |
Latency 2 (14T) |
Latency 2 (20T) |
vs v2.1 |
Source |
DFP |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
576 |
LiteTrack |
127×127×3 |
1.2 M |
TFLite |
2504 |
3543 |
0.4 ms |
0.3 ms |
2.6 ms |
1.9 ms |
|||
577 |
OpenCV-DaSiamRPN (Feature Extractor) |
360×480×3 |
4.8 M |
ONNX |
93 |
132 |
10.8 ms |
7.6 ms |
12.5 ms |
9.1 ms |
|||
578 |
OpenCV-DaSiamRPN (Kernel-R1) |
256×24×24 |
11.3 M |
ONNX |
110 |
114 |
9.1 ms |
8.8 ms |
11.3 ms |
10.8 ms |
Re-identification
Third-Party Licenses
Each of these models is shared under the original creator’s license. Please check the license at the source page.