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ResNet-Mixed-Convolution

Video Classification
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v0.64.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.64.0 for changelog.

Files changed (2) hide show
  1. README.md +138 -146
  2. release_assets.json +12 -12
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: video-classification
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  ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
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  This is based on the implementation of ResNet-Mixed-Convolution 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/v0.63.0/src/qai_hub_models/models/resnet_mixed) 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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@@ -28,28 +28,28 @@ 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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-float.zip)
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- | ONNX | w8a16 | 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_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a16.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_mixed/releases/v0.63.0/resnet_mixed-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_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a16.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_mixed/releases/v0.63.0/resnet_mixed-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_mixed/releases/v0.63.0/resnet_mixed-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_mixed/releases/v0.63.0/resnet_mixed-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
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  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnet_mixed) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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- See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
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  ## Model Details
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@@ -65,141 +65,133 @@ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/q
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.738 ms | 1 - 204 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.689 ms | 1 - 198 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.1 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.618 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.507 ms | 2 - 255 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.027 ms | 2 - 218 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.138 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.045 ms | 0 - 24 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 24.027 ms | 2 - 218 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.734 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.618 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.689 ms | 1 - 198 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.671 ms | 0 - 192 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.213 ms | 1 - 180 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.679 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.814 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.39 ms | 1 - 236 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.85 ms | 1 - 238 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 36.232 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.489 ms | 1 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.508 ms | 0 - 15 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 11.85 ms | 1 - 238 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.312 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.814 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 175.086 ms | 0 - 193 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.552 ms | 1 - 193 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.213 ms | 1 - 180 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.552 ms | 1 - 193 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.86 ms | 0 - 175 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.737 ms | 0 - 169 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.312 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.722 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.267 ms | 0 - 211 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.053 ms | 1 - 209 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.585 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.993 ms | 1 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.561 ms | 0 - 124 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 6.053 ms | 1 - 209 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.441 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.722 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.242 ms | 3 - 184 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.022 ms | 1 - 176 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.737 ms | 0 - 169 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.022 ms | 1 - 176 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.865 ms | 2 - 207 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.735 ms | 0 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.77 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.922 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.526 ms | 0 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 24.31 ms | 2 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 28.323 ms | 2 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.265 ms | 2 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.151 ms | 1 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 25.151 ms | 1 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 25.151 ms | 1 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 24.31 ms | 2 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.493 ms | 2 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.922 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.735 ms | 0 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.483 ms | 1 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.963 ms | 0 - 173 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.798 ms | 1 - 186 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.465 ms | 1 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.294 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.258 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.477 ms | 0 - 230 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.075 ms | 1 - 232 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 37.226 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.582 ms | 1 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.617 ms | 1 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.61 ms | 1 - 181 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.61 ms | 1 - 181 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.61 ms | 1 - 181 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.075 ms | 1 - 232 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.334 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.258 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 174.258 ms | 1 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.784 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.465 ms | 1 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.978 ms | 1 - 180 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 15.762 ms | 1 - 186 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.784 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.904 ms | 1 - 171 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.752 ms | 0 - 171 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.676 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.09 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.319 ms | 0 - 208 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.338 ms | 1 - 208 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.485 ms | 3 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.054 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.643 ms | 1 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.686 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.686 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.686 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.338 ms | 1 - 208 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.516 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.09 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 90.294 ms | 1 - 181 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.899 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.752 ms | 0 - 171 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 16.433 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.54 ms | 1 - 170 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.899 ms | 1 - 166 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 180.172 ms | 0 - 234 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 189.335 ms | 0 - 231 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 201.929 ms | 0 - 282 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 303.531 ms | 0 - 259 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 255.843 ms | 0 - 30 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 255.088 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 258.854 ms | 0 - 228 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 258.854 ms | 0 - 228 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 258.854 ms | 0 - 228 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 303.531 ms | 0 - 259 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 263.913 ms | 0 - 29 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 189.335 ms | 0 - 231 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 501.821 ms | 0 - 226 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 309.555 ms | 0 - 213 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 358.895 ms | 0 - 318 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 349.591 ms | 0 - 257 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 413.541 ms | 0 - 334 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 671.57 ms | 2 - 330 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1769.212 ms | 693 - 1059 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 550.841 ms | 0 - 29 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 547.386 ms | 0 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 609.107 ms | 0 - 279 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 609.107 ms | 0 - 279 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 609.107 ms | 0 - 279 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 671.57 ms | 2 - 330 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 611.298 ms | 0 - 28 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1536.734 ms | 654 - 805 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1232.249 ms | 668 - 843 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 349.591 ms | 0 - 257 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 1189.445 ms | 678 - 693 MB | CPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 621.284 ms | 0 - 282 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1232.249 ms | 668 - 843 MB | NPU
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  ## License
205
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
15
  ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
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17
  This is based on the implementation of ResNet-Mixed-Convolution 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/v0.64.0/src/qai_hub_models/models/resnet_mixed) 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 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-w8a16.zip)
33
+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-w8a16.zip)
36
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-w8a8.zip)
37
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-tflite-float.zip)
38
+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-tflite-w8a8.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/resnet_mixed) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
+ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
53
 
54
  ## Model Details
55
 
 
65
  ## Performance Summary
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.74 ms | 1 - 206 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.692 ms | 0 - 198 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 10.985 ms | 2 - 2 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.563 ms | 22 - 22 MB | NPU
72
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.499 ms | 2 - 253 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.114 ms | 2 - 219 MB | NPU
74
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.204 ms | 2 - 6 MB | NPU
75
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.09 ms | 0 - 24 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 24.114 ms | 2 - 219 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.424 ms | 2 - 6 MB | NPU
78
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.563 ms | 22 - 22 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.692 ms | 0 - 198 MB | NPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.674 ms | 0 - 194 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.217 ms | 1 - 179 MB | NPU
82
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.681 ms | 1 - 1 MB | NPU
83
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.795 ms | 12 - 12 MB | NPU
84
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.35 ms | 1 - 236 MB | NPU
85
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.286 ms | 1 - 238 MB | NPU
86
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 36.215 ms | 1 - 4 MB | NPU
87
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.497 ms | 1 - 5 MB | NPU
88
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.502 ms | 0 - 15 MB | NPU
89
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 11.286 ms | 1 - 238 MB | NPU
90
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.301 ms | 1 - 4 MB | NPU
91
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.795 ms | 12 - 12 MB | NPU
92
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 174.377 ms | 0 - 193 MB | NPU
93
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.532 ms | 1 - 193 MB | NPU
94
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.217 ms | 1 - 179 MB | NPU
95
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.532 ms | 1 - 193 MB | NPU
96
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.857 ms | 0 - 173 MB | NPU
97
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.746 ms | 0 - 173 MB | NPU
98
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.313 ms | 2 - 2 MB | NPU
99
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.724 ms | 11 - 11 MB | NPU
100
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.25 ms | 0 - 212 MB | NPU
101
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 5.854 ms | 1 - 211 MB | NPU
102
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.381 ms | 1 - 4 MB | NPU
103
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.983 ms | 1 - 5 MB | NPU
104
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.645 ms | 0 - 15 MB | NPU
105
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 5.854 ms | 1 - 211 MB | NPU
106
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.443 ms | 1 - 4 MB | NPU
107
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.724 ms | 11 - 11 MB | NPU
108
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 95.404 ms | 0 - 181 MB | NPU
109
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.011 ms | 1 - 171 MB | NPU
110
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.746 ms | 0 - 173 MB | NPU
111
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.011 ms | 1 - 171 MB | NPU
112
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.874 ms | 2 - 208 MB | NPU
113
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.75 ms | 0 - 200 MB | NPU
114
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.717 ms | 2 - 2 MB | NPU
115
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.993 ms | 2 - 2 MB | NPU
116
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.55 ms | 2 - 256 MB | NPU
117
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 24.282 ms | 2 - 217 MB | NPU
118
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 28.474 ms | 2 - 7 MB | NPU
119
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.317 ms | 2 - 4 MB | NPU
120
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 24.282 ms | 2 - 217 MB | NPU
121
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.536 ms | 4 - 9 MB | NPU
122
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.993 ms | 2 - 2 MB | NPU
123
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.75 ms | 0 - 200 MB | NPU
124
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.95 ms | 0 - 173 MB | NPU
125
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.794 ms | 1 - 185 MB | NPU
126
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.438 ms | 1 - 179 MB | NPU
127
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.264 ms | 1 - 1 MB | NPU
128
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.234 ms | 1 - 1 MB | NPU
129
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.474 ms | 0 - 232 MB | NPU
130
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.071 ms | 1 - 234 MB | NPU
131
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 37.178 ms | 1 - 4 MB | NPU
132
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.579 ms | 1 - 5 MB | NPU
133
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.599 ms | 1 - 3 MB | NPU
134
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.591 ms | 1 - 181 MB | NPU
135
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.591 ms | 1 - 181 MB | NPU
136
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.591 ms | 1 - 181 MB | NPU
137
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 11.071 ms | 1 - 234 MB | NPU
138
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.351 ms | 1 - 4 MB | NPU
139
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.234 ms | 1 - 1 MB | NPU
140
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 171.825 ms | 1 - 192 MB | NPU
141
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.757 ms | 1 - 191 MB | NPU
142
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.438 ms | 1 - 179 MB | NPU
143
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 30.001 ms | 1 - 180 MB | NPU
144
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 15.779 ms | 1 - 186 MB | NPU
145
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.757 ms | 1 - 191 MB | NPU
146
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.906 ms | 0 - 169 MB | NPU
147
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.764 ms | 0 - 174 MB | NPU
148
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.691 ms | 1 - 1 MB | NPU
149
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.074 ms | 1 - 1 MB | NPU
150
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.332 ms | 0 - 208 MB | NPU
151
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.206 ms | 1 - 208 MB | NPU
152
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.372 ms | 1 - 3 MB | NPU
153
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.051 ms | 1 - 4 MB | NPU
154
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.621 ms | 1 - 2 MB | NPU
155
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.206 ms | 1 - 208 MB | NPU
156
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.512 ms | 3 - 5 MB | NPU
157
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.074 ms | 1 - 1 MB | NPU
158
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 94.008 ms | 1 - 180 MB | NPU
159
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.897 ms | 1 - 166 MB | NPU
160
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.764 ms | 0 - 174 MB | NPU
161
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 16.413 ms | 1 - 166 MB | NPU
162
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.55 ms | 0 - 164 MB | NPU
163
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.897 ms | 1 - 166 MB | NPU
164
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 179.887 ms | 0 - 236 MB | NPU
165
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 191.251 ms | 0 - 230 MB | NPU
166
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 191.339 ms | 0 - 279 MB | NPU
167
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 300.442 ms | 0 - 262 MB | NPU
168
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 258.177 ms | 0 - 30 MB | NPU
169
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 255.48 ms | 0 - 2 MB | NPU
170
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 258.949 ms | 0 - 226 MB | NPU
171
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 258.949 ms | 0 - 226 MB | NPU
172
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 258.949 ms | 0 - 226 MB | NPU
173
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 300.442 ms | 0 - 262 MB | NPU
174
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 261.853 ms | 0 - 29 MB | NPU
175
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 191.251 ms | 0 - 230 MB | NPU
176
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 500.714 ms | 0 - 224 MB | NPU
177
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 312.013 ms | 0 - 213 MB | NPU
178
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 357.571 ms | 0 - 316 MB | NPU
179
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 350.352 ms | 0 - 256 MB | NPU
180
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 413.903 ms | 0 - 332 MB | NPU
181
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 669.939 ms | 0 - 328 MB | NPU
182
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1763.25 ms | 693 - 1059 MB | NPU
183
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 549.973 ms | 0 - 29 MB | NPU
184
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 543.533 ms | 0 - 2 MB | NPU
185
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 610.281 ms | 1 - 279 MB | NPU
186
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 610.281 ms | 1 - 279 MB | NPU
187
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 610.281 ms | 1 - 279 MB | NPU
188
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 669.939 ms | 0 - 328 MB | NPU
189
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 612.63 ms | 0 - 28 MB | NPU
190
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1526.511 ms | 655 - 807 MB | NPU
191
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1228.072 ms | 691 - 868 MB | NPU
192
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 350.352 ms | 0 - 256 MB | NPU
193
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 623.121 ms | 0 - 281 MB | NPU
194
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1228.072 ms | 691 - 868 MB | NPU
 
 
 
 
 
 
 
 
195
 
196
  ## License
197
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.63.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
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_mixed/releases/v0.63.0/resnet_mixed-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -29,15 +29,15 @@
29
  "onnx": {
30
  "tool_versions": {
31
  "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_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
@@ -46,21 +46,21 @@
46
  "onnx": {
47
  "tool_versions": {
48
  "qairt": "2.50.0.260828221209",
49
- "onnx_runtime": "1.27.1"
50
  },
51
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.50.0.260828221209"
56
  },
57
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "qairt": "2.50.0.260828221209"
62
  },
63
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }
 
1
  {
2
+ "version": "0.64.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
6
  "onnx": {
7
  "tool_versions": {
8
  "qairt": "2.50.0.260828221209",
9
+ "onnx_runtime": "1.30.0"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.50.0.260828221209"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.50.0.260828221209"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-tflite-float.zip"
24
  }
25
  }
26
  },
 
29
  "onnx": {
30
  "tool_versions": {
31
  "qairt": "2.50.0.260828221209",
32
+ "onnx_runtime": "1.30.0"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
 
46
  "onnx": {
47
  "tool_versions": {
48
  "qairt": "2.50.0.260828221209",
49
+ "onnx_runtime": "1.30.0"
50
  },
51
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.50.0.260828221209"
56
  },
57
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "qairt": "2.50.0.260828221209"
62
  },
63
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.64.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }