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ResNet-Mixed-Convolution

Video Classification
PyTorch
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v0.62.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.62.0 for changelog.

Files changed (2) hide show
  1. README.md +145 -150
  2. release_assets.json +9 -9
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/v0.61.0/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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.61.0/resnet_mixed-onnx-float.zip)
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- | ONNX | w8a16 | 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_mixed/releases/v0.61.0/resnet_mixed-onnx-w8a16.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_mixed/releases/v0.61.0/resnet_mixed-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_mixed/releases/v0.61.0/resnet_mixed-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.61.0/resnet_mixed-qnn_dlc-w8a16.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_mixed/releases/v0.61.0/resnet_mixed-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_mixed/releases/v0.61.0/resnet_mixed-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_mixed/releases/v0.61.0/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/v0.61.0/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/v0.61.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
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  ## Model Details
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@@ -65,146 +65,141 @@ 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® X2 Elite | 7.196 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.7 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.644 ms | 2 - 264 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 25.826 ms | 3 - 225 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.657 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.112 ms | 0 - 28 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 25.826 ms | 3 - 225 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.726 ms | 2 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.7 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.861 ms | 0 - 209 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 7.861 ms | 0 - 209 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.818 ms | 2 - 216 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.668 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.95 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.423 ms | 1 - 242 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.459 ms | 1 - 242 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 51.16 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.567 ms | 1 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.606 ms | 0 - 25 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 12.459 ms | 1 - 242 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.311 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.95 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 172.088 ms | 1 - 200 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 15.19 ms | 1 - 197 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.201 ms | 1 - 186 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 5.201 ms | 1 - 186 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.658 ms | 0 - 194 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.19 ms | 1 - 197 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.332 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.907 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.398 ms | 0 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.93 ms | 1 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 25.07 ms | 1 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 24.689 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.736 ms | 0 - 16 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 6.93 ms | 1 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.552 ms | 1 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.907 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.684 ms | 1 - 189 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.014 ms | 1 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.816 ms | 0 - 184 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.816 ms | 0 - 184 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.908 ms | 0 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.014 ms | 1 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.707 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 14.221 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.53 ms | 0 - 274 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 27.672 ms | 3 - 241 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 27.98 ms | 2 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 97.134 ms | 1 - 223 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.388 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.21 ms | 1 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 25.21 ms | 1 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 25.21 ms | 1 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 27.672 ms | 3 - 241 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.518 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 14.221 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.639 ms | 0 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.134 ms | 1 - 223 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.858 ms | 2 - 197 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.639 ms | 0 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.906 ms | 2 - 234 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.443 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 10.185 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.775 ms | 1 - 242 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 13.318 ms | 1 - 244 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 51.693 ms | 1 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 54.387 ms | 4 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 30.068 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.43 ms | 1 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.391 ms | 1 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 9.391 ms | 1 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 9.391 ms | 1 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 13.318 ms | 1 - 244 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 9.066 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 10.185 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 181.095 ms | 1 - 209 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 15.82 ms | 1 - 198 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.367 ms | 1 - 188 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 30.068 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.066 ms | 1 - 194 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 5.367 ms | 1 - 188 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.114 ms | 1 - 196 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.82 ms | 1 - 198 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.594 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.701 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.733 ms | 0 - 214 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.53 ms | 1 - 215 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 26.906 ms | 2 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.589 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 17.529 ms | 1 - 174 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.239 ms | 1 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 5.352 ms | 1 - 175 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 5.352 ms | 1 - 175 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 5.352 ms | 1 - 175 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.53 ms | 1 - 215 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.519 ms | 0 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.701 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 98.576 ms | 1 - 201 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.888 ms | 1 - 176 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.972 ms | 0 - 175 MB | NPU
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  | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 17.529 ms | 1 - 174 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 9.386 ms | 1 - 177 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.972 ms | 0 - 175 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.9 ms | 1 - 193 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.888 ms | 1 - 176 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 220.882 ms | 0 - 304 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 335.783 ms | 1 - 269 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 289.879 ms | 0 - 29 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 588.442 ms | 1 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 303.657 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 308.896 ms | 0 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 308.896 ms | 0 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 308.896 ms | 0 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 335.783 ms | 1 - 269 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 312.784 ms | 0 - 28 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 211.173 ms | 0 - 254 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 588.442 ms | 1 - 253 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 352.458 ms | 0 - 235 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 211.173 ms | 0 - 254 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 197.063 ms | 0 - 250 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 437.838 ms | 0 - 347 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 660.128 ms | 1 - 346 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1777.221 ms | 695 - 1060 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 587.612 ms | 0 - 28 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1177.138 ms | 0 - 296 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 578.224 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 600.359 ms | 0 - 295 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 600.359 ms | 0 - 295 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 600.359 ms | 0 - 295 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 660.128 ms | 1 - 346 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 600.471 ms | 0 - 27 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1541.3 ms | 654 - 810 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1237.222 ms | 643 - 815 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 398.86 ms | 0 - 279 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 1177.138 ms | 0 - 296 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 655.374 ms | 0 - 297 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 398.86 ms | 0 - 279 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 434.782 ms | 0 - 344 MB | NPU
207
- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1237.222 ms | 643 - 815 MB | NPU
208
 
209
  ## License
210
  * 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.
16
 
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/v0.62.0/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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-onnx-float.zip)
32
+ | ONNX | w8a16 | 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_mixed/releases/v0.62.0/resnet_mixed-onnx-w8a16.zip)
33
+ | 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_mixed/releases/v0.62.0/resnet_mixed-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-qnn_dlc-w8a16.zip)
36
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-qnn_dlc-w8a8.zip)
37
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-tflite-float.zip)
38
+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/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/v0.62.0/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/v0.62.0/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® X2 Elite | 7.2 ms | 2 - 2 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.61 ms | 22 - 22 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.64 ms | 2 - 262 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 25.919 ms | 2 - 225 MB | NPU
72
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.462 ms | 2 - 6 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.055 ms | 0 - 183 MB | NPU
74
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 25.919 ms | 2 - 225 MB | NPU
75
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.621 ms | 2 - 5 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.61 ms | 22 - 22 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.866 ms | 1 - 211 MB | NPU
78
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 7.866 ms | 1 - 211 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.818 ms | 2 - 217 MB | NPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.673 ms | 1 - 1 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.971 ms | 11 - 11 MB | NPU
82
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.435 ms | 1 - 244 MB | NPU
83
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.503 ms | 1 - 243 MB | NPU
84
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 50.597 ms | 1 - 4 MB | NPU
85
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.553 ms | 1 - 5 MB | NPU
86
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.605 ms | 0 - 15 MB | NPU
87
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 12.503 ms | 1 - 243 MB | NPU
88
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.344 ms | 1 - 4 MB | NPU
89
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.971 ms | 11 - 11 MB | NPU
90
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 177.681 ms | 1 - 201 MB | NPU
91
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 15.248 ms | 1 - 197 MB | NPU
92
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.219 ms | 1 - 185 MB | NPU
93
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 5.219 ms | 1 - 185 MB | NPU
94
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.662 ms | 1 - 194 MB | NPU
95
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.248 ms | 1 - 197 MB | NPU
96
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.333 ms | 2 - 2 MB | NPU
97
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.917 ms | 12 - 12 MB | NPU
98
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.396 ms | 0 - 219 MB | NPU
99
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.997 ms | 1 - 217 MB | NPU
100
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 24.708 ms | 1 - 3 MB | NPU
101
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.175 ms | 1 - 4 MB | NPU
102
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.737 ms | 0 - 175 MB | NPU
103
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 6.997 ms | 1 - 217 MB | NPU
104
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.553 ms | 1 - 3 MB | NPU
105
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.917 ms | 12 - 12 MB | NPU
106
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 95.515 ms | 1 - 190 MB | NPU
107
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.996 ms | 1 - 177 MB | NPU
108
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.844 ms | 0 - 184 MB | NPU
109
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 2.844 ms | 0 - 184 MB | NPU
110
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.899 ms | 0 - 179 MB | NPU
111
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.996 ms | 1 - 177 MB | NPU
112
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.743 ms | 2 - 2 MB | NPU
113
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 14.165 ms | 2 - 2 MB | NPU
114
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.548 ms | 2 - 280 MB | NPU
115
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 27.563 ms | 2 - 240 MB | NPU
116
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 28.052 ms | 2 - 7 MB | NPU
117
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.327 ms | 2 - 5 MB | NPU
118
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.19 ms | 1 - 224 MB | NPU
119
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 25.19 ms | 1 - 224 MB | NPU
120
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 25.19 ms | 1 - 224 MB | NPU
121
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 27.563 ms | 2 - 240 MB | NPU
122
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.859 ms | 2 - 6 MB | NPU
123
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 14.165 ms | 2 - 2 MB | NPU
124
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.634 ms | 2 - 228 MB | NPU
125
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.14 ms | 2 - 223 MB | NPU
126
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.84 ms | 1 - 196 MB | NPU
127
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.634 ms | 2 - 228 MB | NPU
128
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.903 ms | 2 - 234 MB | NPU
129
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.492 ms | 1 - 1 MB | NPU
130
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 10.19 ms | 1 - 1 MB | NPU
131
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.776 ms | 1 - 243 MB | NPU
132
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 13.243 ms | 1 - 244 MB | NPU
133
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 51.728 ms | 1 - 4 MB | NPU
134
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.931 ms | 1 - 5 MB | NPU
135
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.417 ms | 1 - 31 MB | NPU
136
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.375 ms | 1 - 191 MB | NPU
137
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 9.375 ms | 1 - 191 MB | NPU
138
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 9.375 ms | 1 - 191 MB | NPU
139
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 13.243 ms | 1 - 244 MB | NPU
140
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 9.078 ms | 3 - 6 MB | NPU
141
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 10.19 ms | 1 - 1 MB | NPU
142
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 162.199 ms | 1 - 209 MB | NPU
143
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 15.84 ms | 1 - 198 MB | NPU
144
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.375 ms | 1 - 187 MB | NPU
145
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 30.082 ms | 1 - 189 MB | NPU
146
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.067 ms | 1 - 194 MB | NPU
147
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 5.375 ms | 1 - 187 MB | NPU
148
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.121 ms | 1 - 195 MB | NPU
149
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.84 ms | 1 - 198 MB | NPU
150
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.585 ms | 1 - 1 MB | NPU
151
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.721 ms | 1 - 1 MB | NPU
152
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.746 ms | 0 - 213 MB | NPU
153
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.82 ms | 1 - 216 MB | NPU
154
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 27.217 ms | 3 - 5 MB | NPU
155
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.605 ms | 1 - 4 MB | NPU
156
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.203 ms | 1 - 22 MB | NPU
157
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 5.327 ms | 1 - 175 MB | NPU
158
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 5.327 ms | 1 - 175 MB | NPU
159
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 5.327 ms | 1 - 175 MB | NPU
160
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.82 ms | 1 - 216 MB | NPU
161
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5.103 ms | 0 - 3 MB | NPU
162
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.721 ms | 1 - 1 MB | NPU
163
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 99.461 ms | 1 - 201 MB | NPU
164
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.894 ms | 1 - 181 MB | NPU
165
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.997 ms | 0 - 176 MB | NPU
 
 
 
166
  | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 17.529 ms | 1 - 174 MB | NPU
167
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 9.392 ms | 1 - 177 MB | NPU
168
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.997 ms | 0 - 176 MB | NPU
169
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.907 ms | 1 - 192 MB | NPU
170
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.894 ms | 1 - 181 MB | NPU
171
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 220.796 ms | 0 - 304 MB | NPU
172
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 337.377 ms | 1 - 270 MB | NPU
173
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 290.055 ms | 0 - 29 MB | NPU
174
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 300.222 ms | 0 - 2 MB | NPU
175
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 308.468 ms | 0 - 254 MB | NPU
176
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 308.468 ms | 0 - 254 MB | NPU
177
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 308.468 ms | 0 - 254 MB | NPU
178
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 337.377 ms | 1 - 270 MB | NPU
179
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 312.716 ms | 0 - 28 MB | NPU
180
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 205.897 ms | 0 - 255 MB | NPU
181
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 589.362 ms | 0 - 253 MB | NPU
182
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 355.857 ms | 0 - 234 MB | NPU
183
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 205.897 ms | 0 - 255 MB | NPU
184
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 196.479 ms | 0 - 251 MB | NPU
185
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 440.203 ms | 0 - 351 MB | NPU
186
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 660.525 ms | 1 - 347 MB | NPU
187
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1778.952 ms | 695 - 1060 MB | NPU
188
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 587.121 ms | 0 - 28 MB | NPU
189
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 570.377 ms | 0 - 3 MB | NPU
190
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 601.874 ms | 1 - 296 MB | NPU
191
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 601.874 ms | 1 - 296 MB | NPU
192
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 601.874 ms | 1 - 296 MB | NPU
193
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 660.525 ms | 1 - 347 MB | NPU
194
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 600.581 ms | 0 - 27 MB | NPU
195
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1542.659 ms | 653 - 809 MB | NPU
196
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1236.014 ms | 638 - 809 MB | NPU
197
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 391.517 ms | 0 - 279 MB | NPU
198
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 1176.404 ms | 0 - 297 MB | NPU
199
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 656.592 ms | 0 - 297 MB | NPU
200
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 391.517 ms | 0 - 279 MB | NPU
201
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 433.967 ms | 0 - 343 MB | NPU
202
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1236.014 ms | 638 - 809 MB | NPU
 
 
203
 
204
  ## License
205
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.61.0",
3
  "precisions": {
4
  "float": {
5
  "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_mixed/releases/v0.61.0/resnet_mixed-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_mixed/releases/v0.61.0/resnet_mixed-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_mixed/releases/v0.61.0/resnet_mixed-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,13 +31,13 @@
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_mixed/releases/v0.61.0/resnet_mixed-onnx-w8a16.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_mixed/releases/v0.61.0/resnet_mixed-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
@@ -48,19 +48,19 @@
48
  "qairt": "2.45.0.260326154327",
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/v0.61.0/resnet_mixed-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.61.0/resnet_mixed-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "qairt": "2.45.0.260326154327"
62
  },
63
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.61.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }
 
1
  {
2
+ "version": "0.62.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
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_mixed/releases/v0.62.0/resnet_mixed-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_mixed/releases/v0.62.0/resnet_mixed-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_mixed/releases/v0.62.0/resnet_mixed-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_mixed/releases/v0.62.0/resnet_mixed-onnx-w8a16.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_mixed/releases/v0.62.0/resnet_mixed-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  },
 
48
  "qairt": "2.45.0.260326154327",
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/v0.62.0/resnet_mixed-onnx-w8a8.zip"
52
  },
53
  "qnn_dlc": {
54
  "tool_versions": {
55
  "qairt": "2.45.0.260326154327"
56
  },
57
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-qnn_dlc-w8a8.zip"
58
  },
59
  "tflite": {
60
  "tool_versions": {
61
  "qairt": "2.45.0.260326154327"
62
  },
63
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.62.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }