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ResNet-3D

Video Classification
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v0.60.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.

Files changed (2) hide show
  1. README.md +111 -103
  2. release_assets.json +7 -7
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/v0.59.0/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.
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@@ -28,133 +28,141 @@ 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 1.27.1 | [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
 
54
  **Model Type:** Model_use_case.video_classification
55
 
56
  **Model Stats:**
57
- - Model checkpoint: Kinetics-400
58
  - Input resolution: 112x112
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- - Number of parameters: 33.4M
60
  - Model size (float): 127 MB
61
  - Model size (w8a8): 32.1 MB
 
62
 
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
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- | 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
73
- | 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
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.789 ms | 0 - 415 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 35.729 ms | 0 - 416 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.205 ms | 0 - 40 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 35.729 ms | 0 - 416 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 21.375 ms | 0 - 6 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 22.394 ms | 32 - 32 MB | NPU
85
- | 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
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- | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 70.807 ms | 12 - 12 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 51.436 ms | 12 - 599 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 134.47 ms | 7 - 499 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 467.671 ms | 0 - 395 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.21 ms | 12 - 15 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8775P | 123.909 ms | 0 - 395 MB | NPU
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- | 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
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- | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 134.47 ms | 7 - 499 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 124.41 ms | 12 - 25 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.807 ms | 12 - 12 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.887 ms | 0 - 392 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA7255P | 467.671 ms | 0 - 395 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 132.99 ms | 0 - 317 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.887 ms | 0 - 392 MB | NPU
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- | 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
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 23.518 ms | 3 - 3 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 17.096 ms | 3 - 409 MB | NPU
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- | 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
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- | 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
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- | 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
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.402 ms | 2 - 7 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 23.518 ms | 3 - 3 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 463.531 ms | 3 - 360 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.75 ms | 3 - 299 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.386 ms | 3 - 291 MB | NPU
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- | 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
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- | 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
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- | 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
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- | 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
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- | 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
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- | 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
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- | 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
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- | 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
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 2553.225 ms | 1 - 820 MB | NPU
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- | 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
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA7255P | 2553.225 ms | 1 - 820 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 1341.683 ms | 1 - 685 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 689.293 ms | 0 - 728 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 814.412 ms | 1 - 929 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 345054.249 ms | 920 - 1202 MB | NPU
 
 
 
 
 
 
 
 
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159
  ## License
160
  * 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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/resnet_3d-qnn_dlc-w8a8.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/resnet_3d) for usage instructions.
51
 
52
  ## Model Details
53
 
54
  **Model Type:** Model_use_case.video_classification
55
 
56
  **Model Stats:**
 
57
  - Input resolution: 112x112
58
+ - Model checkpoint: Kinetics-400
59
  - Model size (float): 127 MB
60
  - Model size (w8a8): 32.1 MB
61
+ - Number of parameters: 33.4M
62
 
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 | 35.678 ms | 12 - 12 MB | NPU
67
+ | ResNet-3D | ONNX | float | Snapdragon® X Elite | 67.725 ms | 58 - 58 MB | NPU
68
+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.595 ms | 1 - 584 MB | NPU
69
+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 133.553 ms | 1 - 490 MB | NPU
70
+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 136.303 ms | 11 - 26 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 67.962 ms | 0 - 71 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® QCS8450 | 133.553 ms | 1 - 490 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 123.57 ms | 11 - 26 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 67.725 ms | 58 - 58 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 41.727 ms | 1 - 390 MB | NPU
76
+ | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Mobile | 41.727 ms | 1 - 390 MB | NPU
77
+ | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.039 ms | 3 - 410 MB | NPU
78
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X2 Elite | 11.382 ms | 3 - 3 MB | NPU
79
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X Elite | 22.546 ms | 33 - 33 MB | NPU
80
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.875 ms | 0 - 415 MB | NPU
81
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.925 ms | 0 - 416 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 23.519 ms | 0 - 7 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.187 ms | 0 - 42 MB | NPU
84
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 36.925 ms | 0 - 416 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 22.672 ms | 0 - 6 MB | NPU
86
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 22.546 ms | 33 - 33 MB | NPU
87
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.097 ms | 3 - 295 MB | NPU
88
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.15 ms | 0 - 292 MB | NPU
89
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 15.15 ms | 0 - 292 MB | NPU
90
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.205 ms | 0 - 300 MB | NPU
91
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.097 ms | 3 - 295 MB | NPU
92
+ | ResNet-3D | QNN_DLC | float | Snapdragon® X2 Elite | 36.424 ms | 12 - 12 MB | NPU
93
+ | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 70.6 ms | 12 - 12 MB | NPU
94
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 51.048 ms | 11 - 598 MB | NPU
95
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 137.953 ms | 7 - 501 MB | NPU
96
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 137.253 ms | 12 - 25 MB | NPU
97
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 467.79 ms | 0 - 396 MB | NPU
98
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.784 ms | 4 - 6 MB | NPU
99
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8775P | 123.855 ms | 0 - 395 MB | NPU
100
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8650P | 123.855 ms | 0 - 395 MB | NPU
101
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8255P | 123.855 ms | 0 - 395 MB | NPU
102
+ | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 137.953 ms | 7 - 501 MB | NPU
103
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 124.336 ms | 12 - 25 MB | NPU
104
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.6 ms | 12 - 12 MB | NPU
105
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.776 ms | 12 - 401 MB | NPU
106
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA7255P | 467.79 ms | 0 - 396 MB | NPU
107
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 132.991 ms | 0 - 317 MB | NPU
108
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.776 ms | 12 - 401 MB | NPU
109
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 29.983 ms | 0 - 396 MB | NPU
110
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.274 ms | 3 - 3 MB | NPU
111
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 23.492 ms | 3 - 3 MB | NPU
112
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 17.014 ms | 3 - 411 MB | NPU
113
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 37.851 ms | 3 - 412 MB | NPU
114
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 136.926 ms | 5 - 9 MB | NPU
115
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 23.773 ms | 2 - 7 MB | NPU
116
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 75.944 ms | 3 - 284 MB | NPU
117
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.793 ms | 3 - 317 MB | NPU
118
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 21.835 ms | 3 - 284 MB | NPU
119
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8650P | 21.835 ms | 3 - 284 MB | NPU
120
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8255P | 21.835 ms | 3 - 284 MB | NPU
121
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 37.851 ms | 3 - 412 MB | NPU
122
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 21.304 ms | 2 - 7 MB | NPU
123
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 23.492 ms | 3 - 3 MB | NPU
124
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 456.665 ms | 3 - 360 MB | NPU
125
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.889 ms | 3 - 304 MB | NPU
126
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.391 ms | 3 - 289 MB | NPU
127
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 75.944 ms | 3 - 284 MB | NPU
128
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 39.782 ms | 0 - 281 MB | NPU
129
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.391 ms | 3 - 289 MB | NPU
130
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.786 ms | 3 - 300 MB | NPU
131
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.889 ms | 3 - 304 MB | NPU
132
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1127.599 ms | 0 - 636 MB | NPU
133
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1608.908 ms | 1 - 606 MB | NPU
134
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1415.562 ms | 0 - 84 MB | NPU
135
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2781.844 ms | 1 - 456 MB | NPU
136
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1486.272 ms | 0 - 4 MB | NPU
137
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8775P | 1483.125 ms | 0 - 477 MB | NPU
138
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8650P | 1483.125 ms | 0 - 477 MB | NPU
139
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8255P | 1483.125 ms | 0 - 477 MB | NPU
140
+ | ResNet-3D | TFLITE | float | Qualcomm® QCS8450 | 1608.908 ms | 1 - 606 MB | NPU
141
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1420.785 ms | 0 - 83 MB | NPU
142
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 931.009 ms | 1 - 471 MB | NPU
143
+ | ResNet-3D | TFLITE | float | Qualcomm® SA7255P | 2781.844 ms | 1 - 456 MB | NPU
144
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8295P | 1726.683 ms | 1 - 456 MB | NPU
145
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Mobile | 931.009 ms | 1 - 471 MB | NPU
146
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 886.885 ms | 1 - 473 MB | NPU
147
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 948.16 ms | 0 - 999 MB | NPU
148
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1403.79 ms | 1 - 870 MB | NPU
149
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 9271.383 ms | 3462 - 5278 MB | NPU
150
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1215.019 ms | 0 - 78 MB | NPU
151
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2554.325 ms | 1 - 819 MB | NPU
152
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1258.456 ms | 0 - 4 MB | NPU
153
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8775P | 1258.234 ms | 1 - 818 MB | NPU
154
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8650P | 1258.234 ms | 1 - 818 MB | NPU
155
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8255P | 1258.234 ms | 1 - 818 MB | NPU
156
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8450 | 1403.79 ms | 1 - 870 MB | NPU
157
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1273.117 ms | 0 - 77 MB | NPU
158
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 386585.172 ms | 913 - 1124 MB | NPU
159
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 340363.712 ms | 918 - 1199 MB | NPU
160
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 689.856 ms | 0 - 729 MB | NPU
161
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA7255P | 2554.325 ms | 1 - 819 MB | NPU
162
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 1341.338 ms | 0 - 685 MB | NPU
163
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 689.856 ms | 0 - 729 MB | NPU
164
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 818.052 ms | 0 - 925 MB | NPU
165
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 340363.712 ms | 918 - 1199 MB | NPU
166
 
167
  ## License
168
  * The license for the original implementation of ResNet-3D can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "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"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "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"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "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"
24
  }
25
  }
26
  },
@@ -31,19 +31,19 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "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"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "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"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
  "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "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"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.60.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
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  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
45
  },
46
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.60.0/resnet_3d-tflite-w8a8.zip"
47
  }
48
  }
49
  }