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ResNet-2Plus1D

Video Classification
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +72 -73
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: video-classification
15
  ResNet (2+1)D Convolutions is a network which explicitly factorizes 3D convolution into two separate and successive operations, a 2D spatial convolution and a 1D temporal convolution. It used for video understanding applications.
16
 
17
  This is based on the implementation of ResNet-2Plus1D found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-onnx-w8a8.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.47.0/resnet_2plus1d-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[ResNet-2Plus1D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_2plus1d)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [ResNet-2Plus1D on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) for usage instructions.
51
 
52
  ## Model Details
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@@ -63,71 +63,70 @@ See our repository for [ResNet-2Plus1D on GitHub](https://github.com/quic/ai-hub
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  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | ResNet-2Plus1D | ONNX | float | Snapdragon® X Elite | 12.203 ms | 60 - 60 MB | NPU
67
- | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.023 ms | 2 - 300 MB | NPU
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- | ResNet-2Plus1D | ONNX | float | Qualcomm® QCS8550 (Proxy) | 11.987 ms | 2 - 8 MB | NPU
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- | ResNet-2Plus1D | ONNX | float | Qualcomm® QCS9075 | 21.906 ms | 2 - 7 MB | NPU
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- | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.21 ms | 0 - 211 MB | NPU
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- | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.52 ms | 2 - 215 MB | NPU
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- | ResNet-2Plus1D | ONNX | float | Snapdragon® X2 Elite | 6.147 ms | 60 - 60 MB | NPU
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- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® X Elite | 4.544 ms | 31 - 31 MB | NPU
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- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.302 ms | 0 - 226 MB | NPU
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- | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS6490 | 323.43 ms | 98 - 127 MB | CPU
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- | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.263 ms | 0 - 34 MB | NPU
77
- | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS9075 | 4.101 ms | 1 - 3 MB | NPU
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- | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCM6690 | 300.872 ms | 100 - 107 MB | CPU
79
- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.582 ms | 0 - 189 MB | NPU
80
- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 274.471 ms | 67 - 75 MB | CPU
81
- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.931 ms | 0 - 191 MB | NPU
82
- | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® X2 Elite | 2.039 ms | 31 - 31 MB | NPU
83
- | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® X Elite | 13.027 ms | 2 - 2 MB | NPU
84
- | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.209 ms | 0 - 301 MB | NPU
85
- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 81.804 ms | 1 - 216 MB | NPU
86
- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 12.66 ms | 2 - 7 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA8775P | 21.301 ms | 0 - 215 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS9075 | 22.983 ms | 4 - 8 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 29.086 ms | 0 - 280 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA7255P | 81.804 ms | 1 - 216 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA8295P | 22.723 ms | 0 - 198 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.2 ms | 0 - 217 MB | NPU
93
- | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.713 ms | 2 - 230 MB | NPU
94
- | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® X2 Elite | 6.602 ms | 2 - 2 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.901 ms | 1 - 1 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.363 ms | 0 - 221 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 19.701 ms | 0 - 3 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 13.281 ms | 1 - 182 MB | NPU
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- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.574 ms | 1 - 150 MB | NPU
100
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.659 ms | 1 - 184 MB | NPU
 
101
  | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 4.799 ms | 1 - 3 MB | NPU
102
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 71.411 ms | 1 - 196 MB | NPU
103
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 7.516 ms | 1 - 218 MB | NPU
104
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 13.281 ms | 1 - 182 MB | NPU
105
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.78 ms | 1 - 181 MB | NPU
106
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.545 ms | 0 - 178 MB | NPU
107
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.86 ms | 1 - 188 MB | NPU
108
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.881 ms | 1 - 183 MB | NPU
109
- | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.308 ms | 1 - 1 MB | NPU
110
- | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 289.093 ms | 0 - 322 MB | NPU
111
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 720.668 ms | 0 - 234 MB | NPU
112
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 408.203 ms | 0 - 2 MB | NPU
113
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA8775P | 386.866 ms | 0 - 233 MB | NPU
114
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS9075 | 386.646 ms | 0 - 66 MB | NPU
115
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 440.319 ms | 0 - 313 MB | NPU
116
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA7255P | 720.668 ms | 0 - 234 MB | NPU
117
- | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA8295P | 468.085 ms | 0 - 229 MB | NPU
118
- | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 254.75 ms | 0 - 240 MB | NPU
119
- | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 262.953 ms | 0 - 244 MB | NPU
120
- | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 582.992 ms | 0 - 539 MB | NPU
121
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1516.514 ms | 0 - 443 MB | NPU
122
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 800.022 ms | 0 - 3 MB | NPU
123
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA8775P | 792.063 ms | 0 - 441 MB | NPU
124
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCM6690 | 1605.374 ms | 309 - 477 MB | NPU
125
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 859.652 ms | 1 - 431 MB | NPU
126
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA7255P | 1516.514 ms | 0 - 443 MB | NPU
127
- | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA8295P | 871.277 ms | 0 - 433 MB | NPU
128
- | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 499.187 ms | 0 - 522 MB | NPU
129
- | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1253.39 ms | 332 - 424 MB | NPU
130
- | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 607.046 ms | 0 - 472 MB | NPU
131
 
132
  ## License
133
  * The license for the original implementation of ResNet-2Plus1D can be found
 
15
  ResNet (2+1)D Convolutions is a network which explicitly factorizes 3D convolution into two separate and successive operations, a 2D spatial convolution and a 1D temporal convolution. It used for video understanding applications.
16
 
17
  This is based on the implementation of ResNet-2Plus1D found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-onnx-float.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-tflite-float.zip)
36
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_2plus1d/releases/v0.48.0/resnet_2plus1d-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[ResNet-2Plus1D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_2plus1d)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [ResNet-2Plus1D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/resnet_2plus1d) for usage instructions.
51
 
52
  ## Model Details
53
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | ResNet-2Plus1D | ONNX | float | Snapdragon® X2 Elite | 6.124 ms | 60 - 60 MB | NPU
67
+ | ResNet-2Plus1D | ONNX | float | Snapdragon® X Elite | 12.21 ms | 60 - 60 MB | NPU
68
+ | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.089 ms | 2 - 299 MB | NPU
69
+ | ResNet-2Plus1D | ONNX | float | Qualcomm® QCS8550 (Proxy) | 11.895 ms | 2 - 6 MB | NPU
70
+ | ResNet-2Plus1D | ONNX | float | Qualcomm® QCS9075 | 21.365 ms | 2 - 7 MB | NPU
71
+ | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.209 ms | 1 - 209 MB | NPU
72
+ | ResNet-2Plus1D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.517 ms | 2 - 215 MB | NPU
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+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® X2 Elite | 2.043 ms | 31 - 31 MB | NPU
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+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® X Elite | 4.534 ms | 31 - 31 MB | NPU
75
+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.272 ms | 0 - 226 MB | NPU
76
+ | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS6490 | 316.388 ms | 97 - 127 MB | CPU
77
+ | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.281 ms | 0 - 4 MB | NPU
78
+ | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCS9075 | 4.11 ms | 1 - 3 MB | NPU
79
+ | ResNet-2Plus1D | ONNX | w8a8 | Qualcomm® QCM6690 | 302.389 ms | 100 - 107 MB | CPU
80
+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.585 ms | 0 - 189 MB | NPU
81
+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 272.625 ms | 76 - 83 MB | CPU
82
+ | ResNet-2Plus1D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.927 ms | 0 - 191 MB | NPU
83
+ | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® X2 Elite | 6.638 ms | 2 - 2 MB | NPU
84
+ | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® X Elite | 13.02 ms | 2 - 2 MB | NPU
85
+ | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.235 ms | 2 - 306 MB | NPU
86
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 81.816 ms | 1 - 216 MB | NPU
87
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 12.731 ms | 2 - 4 MB | NPU
88
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA8775P | 97.866 ms | 1 - 216 MB | NPU
89
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS9075 | 23.009 ms | 2 - 6 MB | NPU
90
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 28.935 ms | 0 - 277 MB | NPU
91
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA7255P | 81.816 ms | 1 - 216 MB | NPU
92
+ | ResNet-2Plus1D | QNN_DLC | float | Qualcomm® SA8295P | 22.709 ms | 2 - 200 MB | NPU
93
+ | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.193 ms | 2 - 220 MB | NPU
94
+ | ResNet-2Plus1D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.713 ms | 2 - 228 MB | NPU
95
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.353 ms | 1 - 1 MB | NPU
96
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.908 ms | 1 - 1 MB | NPU
97
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.351 ms | 1 - 221 MB | NPU
98
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 19.708 ms | 1 - 3 MB | NPU
99
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 13.289 ms | 1 - 181 MB | NPU
100
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 4.569 ms | 1 - 35 MB | NPU
101
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.719 ms | 1 - 184 MB | NPU
102
  | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 4.799 ms | 1 - 3 MB | NPU
103
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 80.776 ms | 1 - 197 MB | NPU
104
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 7.449 ms | 1 - 220 MB | NPU
105
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 13.289 ms | 1 - 181 MB | NPU
106
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.754 ms | 1 - 182 MB | NPU
107
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.551 ms | 0 - 180 MB | NPU
108
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.892 ms | 1 - 189 MB | NPU
109
+ | ResNet-2Plus1D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.875 ms | 1 - 183 MB | NPU
110
+ | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 291.042 ms | 0 - 322 MB | NPU
111
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 721.71 ms | 0 - 234 MB | NPU
112
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 405.106 ms | 0 - 2 MB | NPU
113
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA8775P | 381.207 ms | 0 - 233 MB | NPU
114
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS9075 | 386.763 ms | 0 - 66 MB | NPU
115
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 444.981 ms | 1 - 316 MB | NPU
116
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA7255P | 721.71 ms | 0 - 234 MB | NPU
117
+ | ResNet-2Plus1D | TFLITE | float | Qualcomm® SA8295P | 472.01 ms | 0 - 228 MB | NPU
118
+ | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 255.496 ms | 0 - 238 MB | NPU
119
+ | ResNet-2Plus1D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 263.545 ms | 0 - 244 MB | NPU
120
+ | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 583.224 ms | 0 - 538 MB | NPU
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+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 1514.71 ms | 0 - 443 MB | NPU
122
+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 801.769 ms | 0 - 2 MB | NPU
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+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA8775P | 792.575 ms | 0 - 442 MB | NPU
124
+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCM6690 | 1613.517 ms | 311 - 479 MB | NPU
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+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 861.146 ms | 0 - 432 MB | NPU
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+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA7255P | 1514.71 ms | 0 - 443 MB | NPU
127
+ | ResNet-2Plus1D | TFLITE | w8a8 | Qualcomm® SA8295P | 874.473 ms | 0 - 433 MB | NPU
128
+ | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 493.662 ms | 0 - 522 MB | NPU
129
+ | ResNet-2Plus1D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 609.566 ms | 0 - 471 MB | NPU
 
 
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  ## License
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  * The license for the original implementation of ResNet-2Plus1D can be found