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ResNet-3D

Video Classification
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +101 -103
  2. release_assets.json +15 -17
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: video-classification
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  ResNet 3D is a network with 3D convolutions used for video understanding.
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  This is based on the implementation of ResNet-3D found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
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- 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/v0.58.0/src/qai_hub_models/models/resnet_3d) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  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.
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@@ -28,26 +28,26 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.58.0/resnet_3d-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[ResNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_3d)**.
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/v0.58.0/src/qai_hub_models/models/resnet_3d) 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-3D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet_3d) for usage instructions.
51
 
52
  ## Model Details
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@@ -63,100 +63,98 @@ See our repository for [ResNet-3D on GitHub](https://github.com/qualcomm/ai-hub-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | ResNet-3D | ONNX | float | Snapdragon® X2 Elite | 35.857 ms | 12 - 12 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® X Elite | 67.783 ms | 58 - 58 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.647 ms | 12 - 596 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 133.711 ms | 1 - 488 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 67.483 ms | 0 - 70 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® QCS8450 | 133.711 ms | 1 - 488 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 123.178 ms | 11 - 26 MB | NPU
73
- | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.098 ms | 1 - 407 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Mobile | 41.705 ms | 1 - 390 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.705 ms | 1 - 390 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 67.783 ms | 58 - 58 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® X2 Elite | 11.557 ms | 3 - 3 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® X Elite | 22.419 ms | 32 - 32 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.84 ms | 0 - 413 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.196 ms | 0 - 417 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.193 ms | 0 - 40 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 36.196 ms | 0 - 417 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 15.039 ms | 0 - 293 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.16 ms | 3 - 295 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.996 ms | 2 - 300 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 21.313 ms | 0 - 6 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.16 ms | 3 - 295 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.039 ms | 0 - 293 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 22.419 ms | 32 - 32 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® X2 Elite | 36.361 ms | 12 - 12 MB | NPU
91
- | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 70.616 ms | 12 - 12 MB | NPU
92
- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.936 ms | 12 - 600 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 134.755 ms | 7 - 501 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8275 | 467.719 ms | 0 - 396 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.081 ms | 12 - 48 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8775P | 123.936 ms | 1 - 395 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8650P | 123.936 ms | 1 - 395 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8255P | 123.936 ms | 1 - 395 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 134.755 ms | 7 - 501 MB | NPU
100
- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 123.805 ms | 13 - 27 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.011 ms | 12 - 406 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA7255P | 467.719 ms | 0 - 396 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.732 ms | 12 - 401 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 133.038 ms | 0 - 317 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.732 ms | 12 - 401 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.616 ms | 12 - 12 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.375 ms | 3 - 3 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 23.398 ms | 3 - 3 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 17.098 ms | 3 - 411 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 38.046 ms | 3 - 413 MB | NPU
111
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 137.01 ms | 3 - 7 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 75.863 ms | 3 - 284 MB | NPU
113
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.729 ms | 3 - 5 MB | NPU
114
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 21.813 ms | 3 - 284 MB | NPU
115
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8650P | 21.813 ms | 3 - 284 MB | NPU
116
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8255P | 21.813 ms | 3 - 284 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 38.046 ms | 3 - 413 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.452 ms | 3 - 292 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.297 ms | 3 - 300 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.672 ms | 3 - 299 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 21.073 ms | 5 - 9 MB | NPU
122
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 472.175 ms | 6 - 363 MB | NPU
123
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 75.863 ms | 3 - 284 MB | NPU
124
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 39.827 ms | 0 - 280 MB | NPU
125
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.297 ms | 3 - 300 MB | NPU
126
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.452 ms | 3 - 292 MB | NPU
127
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 23.398 ms | 3 - 3 MB | NPU
128
- | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1069.241 ms | 0 - 636 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1625.325 ms | 1 - 606 MB | NPU
130
- | ResNet-3D | TFLITE | float | Qualcomm® QCS8275 | 2774.41 ms | 1 - 457 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1474.312 ms | 0 - 4 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8775P | 1478.637 ms | 1 - 476 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8650P | 1478.637 ms | 1 - 476 MB | NPU
134
- | ResNet-3D | TFLITE | float | Qualcomm® SA8255P | 1478.637 ms | 1 - 476 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® QCS8450 | 1625.325 ms | 1 - 606 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1418.372 ms | 0 - 83 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 885.903 ms | 1 - 473 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA7255P | 2774.41 ms | 1 - 457 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Mobile | 988.491 ms | 0 - 466 MB | NPU
140
- | ResNet-3D | TFLITE | float | Qualcomm® SA8295P | 1734.663 ms | 0 - 454 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 988.491 ms | 0 - 466 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 934.855 ms | 0 - 1008 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1413.153 ms | 0 - 867 MB | NPU
144
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9658.683 ms | 3462 - 5278 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8275 | 2556.009 ms | 1 - 820 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1256.34 ms | 0 - 4 MB | NPU
147
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8775P | 1259.878 ms | 1 - 819 MB | NPU
148
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8650P | 1259.878 ms | 1 - 819 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8255P | 1259.878 ms | 1 - 819 MB | NPU
150
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8450 | 1413.153 ms | 0 - 867 MB | NPU
151
- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 681.809 ms | 1 - 724 MB | NPU
152
- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 341128.645 ms | 920 - 1201 MB | NPU
153
- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 820.336 ms | 0 - 926 MB | NPU
154
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1272.405 ms | 0 - 77 MB | NPU
155
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 384880.936 ms | 953 - 1169 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA7255P | 2556.009 ms | 1 - 820 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 1342.174 ms | 1 - 685 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 341128.645 ms | 920 - 1201 MB | NPU
159
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 681.809 ms | 1 - 724 MB | NPU
160
 
161
  ## License
162
  * The license for the original implementation of ResNet-3D can be found
 
15
  ResNet 3D is a network with 3D convolutions used for video understanding.
16
 
17
  This is based on the implementation of ResNet-3D 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/v0.59.0/src/qai_hub_models/models/resnet_3d) 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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.59.0/resnet_3d-tflite-w8a8.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[ResNet-3D on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_3d)**.
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/v0.59.0/src/qai_hub_models/models/resnet_3d) 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-3D on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/resnet_3d) 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-3D | ONNX | float | Snapdragon® X2 Elite | 35.768 ms | 12 - 12 MB | NPU
67
+ | ResNet-3D | ONNX | float | Snapdragon® X Elite | 67.732 ms | 58 - 58 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.574 ms | 3 - 586 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 135.243 ms | 12 - 502 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 67.478 ms | 1 - 72 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® QCS8450 | 135.243 ms | 12 - 502 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 125.727 ms | 11 - 26 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 67.732 ms | 58 - 58 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.821 ms | 1 - 391 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Mobile | 41.821 ms | 1 - 391 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.064 ms | 1 - 408 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X2 Elite | 11.575 ms | 3 - 3 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X Elite | 22.394 ms | 32 - 32 MB | NPU
79
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.789 ms | 0 - 415 MB | NPU
80
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 35.729 ms | 0 - 416 MB | NPU
81
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.205 ms | 0 - 40 MB | NPU
82
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 35.729 ms | 0 - 416 MB | NPU
83
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 21.375 ms | 0 - 6 MB | NPU
84
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 22.394 ms | 32 - 32 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.941 ms | 0 - 292 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.941 ms | 0 - 292 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.163 ms | 2 - 301 MB | NPU
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+ | ResNet-3D | QNN_DLC | float | Snapdragon® X2 Elite | 36.206 ms | 12 - 12 MB | NPU
89
+ | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 70.807 ms | 12 - 12 MB | NPU
90
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 51.436 ms | 12 - 599 MB | NPU
91
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 134.47 ms | 7 - 499 MB | NPU
92
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 467.671 ms | 0 - 395 MB | NPU
93
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.21 ms | 12 - 15 MB | NPU
94
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8775P | 123.909 ms | 0 - 395 MB | NPU
95
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8650P | 123.909 ms | 0 - 395 MB | NPU
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+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8255P | 123.909 ms | 0 - 395 MB | NPU
97
+ | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 134.47 ms | 7 - 499 MB | NPU
98
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 124.41 ms | 12 - 25 MB | NPU
99
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.807 ms | 12 - 12 MB | NPU
100
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.887 ms | 0 - 392 MB | NPU
101
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA7255P | 467.671 ms | 0 - 395 MB | NPU
102
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 132.99 ms | 0 - 317 MB | NPU
103
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.887 ms | 0 - 392 MB | NPU
104
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 29.974 ms | 12 - 407 MB | NPU
105
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 17.371 ms | 3 - 3 MB | NPU
106
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 23.518 ms | 3 - 3 MB | NPU
107
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 17.096 ms | 3 - 409 MB | NPU
108
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.48 ms | 3 - 412 MB | NPU
109
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 137.143 ms | 3 - 7 MB | NPU
110
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 75.932 ms | 3 - 283 MB | NPU
111
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.876 ms | 3 - 319 MB | NPU
112
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 21.831 ms | 3 - 285 MB | NPU
113
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8650P | 21.831 ms | 3 - 285 MB | NPU
114
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8255P | 21.831 ms | 3 - 285 MB | NPU
115
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.48 ms | 3 - 412 MB | NPU
116
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.402 ms | 2 - 7 MB | NPU
117
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 23.518 ms | 3 - 3 MB | NPU
118
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 463.531 ms | 3 - 360 MB | NPU
119
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.75 ms | 3 - 299 MB | NPU
120
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.386 ms | 3 - 291 MB | NPU
121
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 75.932 ms | 3 - 283 MB | NPU
122
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 39.834 ms | 0 - 281 MB | NPU
123
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.386 ms | 3 - 291 MB | NPU
124
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.718 ms | 3 - 299 MB | NPU
125
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.75 ms | 3 - 299 MB | NPU
126
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1128.526 ms | 0 - 642 MB | NPU
127
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1624.894 ms | 0 - 604 MB | NPU
128
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2775.179 ms | 1 - 456 MB | NPU
129
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1422.381 ms | 0 - 3 MB | NPU
130
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8775P | 1482.157 ms | 1 - 476 MB | NPU
131
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8650P | 1482.157 ms | 1 - 476 MB | NPU
132
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8255P | 1482.157 ms | 1 - 476 MB | NPU
133
+ | ResNet-3D | TFLITE | float | Qualcomm® QCS8450 | 1624.894 ms | 0 - 604 MB | NPU
134
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1417.474 ms | 0 - 83 MB | NPU
135
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 955.799 ms | 0 - 470 MB | NPU
136
+ | ResNet-3D | TFLITE | float | Qualcomm® SA7255P | 2775.179 ms | 1 - 456 MB | NPU
137
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8295P | 1730.667 ms | 0 - 454 MB | NPU
138
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Mobile | 955.799 ms | 0 - 470 MB | NPU
139
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 887.67 ms | 0 - 473 MB | NPU
140
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 943.378 ms | 0 - 999 MB | NPU
141
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1414.361 ms | 0 - 868 MB | NPU
142
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9128.12 ms | 3462 - 5277 MB | NPU
143
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 2553.225 ms | 1 - 820 MB | NPU
144
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1264.192 ms | 0 - 3 MB | NPU
145
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8775P | 1260.25 ms | 1 - 819 MB | NPU
146
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8650P | 1260.25 ms | 1 - 819 MB | NPU
147
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8255P | 1260.25 ms | 1 - 819 MB | NPU
148
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8450 | 1414.361 ms | 0 - 868 MB | NPU
149
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1271.197 ms | 0 - 77 MB | NPU
150
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 388866.684 ms | 913 - 1123 MB | NPU
151
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 345054.249 ms | 920 - 1202 MB | NPU
152
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 689.293 ms | 0 - 728 MB | NPU
153
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA7255P | 2553.225 ms | 1 - 820 MB | NPU
154
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 1341.683 ms | 1 - 685 MB | NPU
155
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 689.293 ms | 0 - 728 MB | NPU
156
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 814.412 ms | 1 - 929 MB | NPU
157
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 345054.249 ms | 920 - 1202 MB | NPU
 
 
158
 
159
  ## License
160
  * The license for the original implementation of ResNet-3D can be found
release_assets.json CHANGED
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  "w8a8": {
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