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ResNet-3D

Video Classification
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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +94 -103
  2. release_assets.json +13 -13
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/v0.62.2/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 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/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/v0.62.2/src/qai_hub_models/models/resnet_3d) for usage instructions.
51
 
52
  ## Model Details
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@@ -63,104 +63,95 @@ 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 | 7.079 ms | 2 - 2 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® X Elite | 13.45 ms | 64 - 64 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.592 ms | 0 - 243 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 25.797 ms | 1 - 225 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 27.183 ms | 2 - 8 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.15 ms | 0 - 80 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® QCS8450 | 25.797 ms | 1 - 225 MB | NPU
73
- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 24.691 ms | 2 - 7 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.45 ms | 64 - 64 MB | NPU
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- | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.887 ms | 1 - 189 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Mobile | 7.887 ms | 1 - 189 MB | NPU
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- | ResNet-3D | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.152 ms | 0 - 195 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® X2 Elite | 3.291 ms | 2 - 2 MB | NPU
79
- | ResNet-3D | ONNX | w8a8 | Snapdragon® X Elite | 4.577 ms | 33 - 33 MB | NPU
80
- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.338 ms | 0 - 240 MB | NPU
81
- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.52 ms | 1 - 244 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.01 ms | 0 - 3 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.986 ms | 0 - 4 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.494 ms | 0 - 42 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 6.52 ms | 1 - 244 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.44 ms | 0 - 3 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.577 ms | 33 - 33 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 89.831 ms | 1 - 178 MB | NPU
89
- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.787 ms | 0 - 168 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.737 ms | 0 - 180 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.737 ms | 0 - 180 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.998 ms | 0 - 180 MB | NPU
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- | ResNet-3D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.787 ms | 0 - 168 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® X2 Elite | 7.424 ms | 2 - 2 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 14.16 ms | 2 - 2 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.723 ms | 0 - 274 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 28.042 ms | 2 - 240 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 27.084 ms | 2 - 7 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.347 ms | 2 - 9 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8775P | 24.035 ms | 1 - 199 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8650P | 24.035 ms | 1 - 199 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8255P | 24.035 ms | 1 - 199 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 28.042 ms | 2 - 240 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.007 ms | 2 - 6 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 14.16 ms | 2 - 2 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.489 ms | 2 - 204 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA7255P | 91.773 ms | 1 - 213 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 26.42 ms | 1 - 194 MB | NPU
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- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.489 ms | 2 - 204 MB | NPU
110
- | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.928 ms | 2 - 216 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.445 ms | 1 - 1 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.906 ms | 1 - 1 MB | NPU
113
- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.376 ms | 0 - 125 MB | NPU
114
- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.06 ms | 1 - 125 MB | NPU
115
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.436 ms | 3 - 5 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.997 ms | 1 - 4 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.529 ms | 1 - 114 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.612 ms | 1 - 62 MB | NPU
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  | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.612 ms | 1 - 62 MB | NPU
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  | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.612 ms | 1 - 62 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.06 ms | 1 - 125 MB | NPU
122
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.415 ms | 3 - 5 MB | NPU
123
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.906 ms | 1 - 1 MB | NPU
124
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 92.47 ms | 1 - 186 MB | NPU
125
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.753 ms | 1 - 173 MB | NPU
126
- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.677 ms | 0 - 182 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA7255P | 14.996 ms | 1 - 61 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.306 ms | 1 - 58 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.677 ms | 0 - 182 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.939 ms | 1 - 65 MB | NPU
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- | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.753 ms | 1 - 173 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 211.824 ms | 0 - 275 MB | NPU
133
- | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 308.04 ms | 0 - 261 MB | NPU
134
- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 271.257 ms | 0 - 70 MB | NPU
135
- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 270.601 ms | 0 - 2 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8775P | 287.875 ms | 0 - 213 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8650P | 287.875 ms | 0 - 213 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8255P | 287.875 ms | 0 - 213 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® QCS8450 | 308.04 ms | 0 - 261 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 295.6 ms | 0 - 70 MB | NPU
141
- | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 188.745 ms | 0 - 225 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA7255P | 563.821 ms | 1 - 220 MB | NPU
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- | ResNet-3D | TFLITE | float | Qualcomm® SA8295P | 326.664 ms | 0 - 214 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Mobile | 188.745 ms | 0 - 225 MB | NPU
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- | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 175.587 ms | 0 - 227 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 179.116 ms | 0 - 313 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 252.719 ms | 0 - 311 MB | NPU
148
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1736.117 ms | 693 - 1058 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 238.914 ms | 0 - 69 MB | NPU
150
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 234.346 ms | 0 - 3 MB | NPU
151
- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8775P | 247.045 ms | 1 - 299 MB | NPU
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  | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8650P | 247.045 ms | 1 - 299 MB | NPU
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  | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8255P | 247.045 ms | 1 - 299 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8450 | 252.719 ms | 0 - 311 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 249.307 ms | 0 - 68 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1480.63 ms | 660 - 813 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1175.734 ms | 654 - 705 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 131.864 ms | 0 - 384 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA7255P | 498.163 ms | 0 - 253 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 261.042 ms | 0 - 252 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 131.864 ms | 0 - 384 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 163.86 ms | 0 - 313 MB | NPU
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- | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1175.734 ms | 654 - 705 MB | NPU
164
 
165
  ## License
166
  * 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/v0.63.0/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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/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/v0.63.0/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/v0.63.0/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® 8 Elite Gen 5 For Galaxy Mobile | 5.976 ms | 2 - 180 MB | NPU
67
+ | ResNet-3D | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.66 ms | 0 - 174 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® X2 Elite | 6.903 ms | 2 - 2 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® X Elite | 13.105 ms | 64 - 64 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.372 ms | 1 - 228 MB | NPU
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+ | ResNet-3D | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 23.223 ms | 2 - 216 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 27.162 ms | 2 - 9 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 12.866 ms | 0 - 93 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® QCS8450 | 23.223 ms | 2 - 216 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 24.237 ms | 2 - 8 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.105 ms | 64 - 64 MB | NPU
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+ | ResNet-3D | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.66 ms | 0 - 174 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.031 ms | 0 - 162 MB | NPU
79
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.66 ms | 0 - 167 MB | NPU
80
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X2 Elite | 2.215 ms | 2 - 2 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® X Elite | 4.399 ms | 33 - 33 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.221 ms | 0 - 231 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.102 ms | 1 - 230 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.964 ms | 0 - 4 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.854 ms | 0 - 5 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.352 ms | 0 - 42 MB | NPU
87
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® QCS8450 | 6.102 ms | 1 - 230 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.249 ms | 0 - 4 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.399 ms | 33 - 33 MB | NPU
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+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 90.875 ms | 1 - 172 MB | NPU
91
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.792 ms | 0 - 161 MB | NPU
92
+ | ResNet-3D | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.66 ms | 0 - 167 MB | NPU
93
+ | ResNet-3D | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.792 ms | 0 - 161 MB | NPU
94
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.873 ms | 2 - 182 MB | NPU
95
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.666 ms | 0 - 176 MB | NPU
96
+ | ResNet-3D | QNN_DLC | float | Snapdragon® X2 Elite | 7.248 ms | 2 - 2 MB | NPU
97
+ | ResNet-3D | QNN_DLC | float | Snapdragon® X Elite | 13.296 ms | 2 - 2 MB | NPU
98
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.347 ms | 2 - 233 MB | NPU
99
+ | ResNet-3D | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 23.561 ms | 2 - 218 MB | NPU
100
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 26.823 ms | 2 - 7 MB | NPU
101
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 12.865 ms | 2 - 4 MB | NPU
102
+ | ResNet-3D | QNN_DLC | float | Qualcomm® QCS8450 | 23.561 ms | 2 - 218 MB | NPU
103
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 24.516 ms | 4 - 9 MB | NPU
104
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.296 ms | 2 - 2 MB | NPU
105
+ | ResNet-3D | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.666 ms | 0 - 176 MB | NPU
106
+ | ResNet-3D | QNN_DLC | float | Qualcomm® SA8295P | 26.056 ms | 0 - 164 MB | NPU
107
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.977 ms | 1 - 160 MB | NPU
108
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.71 ms | 1 - 158 MB | NPU
109
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.522 ms | 1 - 1 MB | NPU
110
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® X Elite | 4.646 ms | 1 - 1 MB | NPU
111
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.266 ms | 1 - 233 MB | NPU
112
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.149 ms | 1 - 229 MB | NPU
113
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 19.012 ms | 3 - 5 MB | NPU
114
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.879 ms | 1 - 4 MB | NPU
115
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.346 ms | 1 - 3 MB | NPU
 
 
 
116
  | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.612 ms | 1 - 62 MB | NPU
117
  | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.612 ms | 1 - 62 MB | NPU
118
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.149 ms | 1 - 229 MB | NPU
119
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.203 ms | 1 - 3 MB | NPU
120
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.646 ms | 1 - 1 MB | NPU
121
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 87.744 ms | 0 - 174 MB | NPU
122
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.869 ms | 1 - 159 MB | NPU
123
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.71 ms | 1 - 158 MB | NPU
124
+ | ResNet-3D | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.015 ms | 1 - 173 MB | NPU
125
+ | ResNet-3D | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.869 ms | 1 - 159 MB | NPU
126
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 158.417 ms | 0 - 204 MB | NPU
127
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 168.201 ms | 0 - 201 MB | NPU
128
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 173.065 ms | 0 - 252 MB | NPU
129
+ | ResNet-3D | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 266.305 ms | 0 - 249 MB | NPU
130
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 256.193 ms | 0 - 71 MB | NPU
131
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 228.746 ms | 0 - 3 MB | NPU
132
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8775P | 232.822 ms | 0 - 200 MB | NPU
133
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8650P | 232.822 ms | 0 - 200 MB | NPU
134
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8255P | 232.822 ms | 0 - 200 MB | NPU
135
+ | ResNet-3D | TFLITE | float | Qualcomm® QCS8450 | 266.305 ms | 0 - 249 MB | NPU
136
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 240.999 ms | 0 - 70 MB | NPU
137
+ | ResNet-3D | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 168.201 ms | 0 - 201 MB | NPU
138
+ | ResNet-3D | TFLITE | float | Qualcomm® SA8295P | 283.058 ms | 0 - 196 MB | NPU
139
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 151.293 ms | 0 - 277 MB | NPU
140
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 134.987 ms | 0 - 241 MB | NPU
141
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 182.201 ms | 0 - 296 MB | NPU
142
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 247.341 ms | 1 - 298 MB | NPU
143
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1730.6 ms | 693 - 1059 MB | NPU
144
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 240.828 ms | 0 - 69 MB | NPU
145
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 233.158 ms | 0 - 3 MB | NPU
 
 
 
146
  | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8650P | 247.045 ms | 1 - 299 MB | NPU
147
  | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8255P | 247.045 ms | 1 - 299 MB | NPU
148
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® QCS8450 | 247.341 ms | 1 - 298 MB | NPU
149
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 241.687 ms | 0 - 69 MB | NPU
150
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1490.122 ms | 655 - 804 MB | NPU
151
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1166.684 ms | 678 - 731 MB | NPU
152
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 134.987 ms | 0 - 241 MB | NPU
153
+ | ResNet-3D | TFLITE | w8a8 | Qualcomm® SA8295P | 259.19 ms | 0 - 239 MB | NPU
154
+ | ResNet-3D | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1166.684 ms | 678 - 731 MB | NPU
 
 
 
155
 
156
  ## License
157
  * The license for the original implementation of ResNet-3D can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
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  {
2
- "version": "0.62.2",
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  "precisions": {
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  "float": {
5
  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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- "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/v0.62.2/resnet_3d-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
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- "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/v0.62.2/resnet_3d-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
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  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
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  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.62.2/resnet_3d-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,22 +28,22 @@
28
  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
31
- "qairt": "2.45.0.260326154327",
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  "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/v0.62.2/resnet_3d-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
38
- "qairt": "2.45.0.260326154327"
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  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.62.2/resnet_3d-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
- "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.62.2/resnet_3d-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209",
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
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  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-tflite-float.zip"
24
  }
25
  }
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  },
 
28
  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209",
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/v0.63.0/resnet_3d-onnx-w8a8.zip"
35
  },
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  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_3d/releases/v0.63.0/resnet_3d-tflite-w8a8.zip"
47
  }
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  }