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ResNet-Mixed-Convolution

Video Classification
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v0.60.0

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

Files changed (2) hide show
  1. README.md +147 -137
  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/v0.59.0/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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@@ -28,167 +28,177 @@ 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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
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  ## Model Details
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  **Model Type:** Model_use_case.video_classification
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  **Model Stats:**
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- - Model checkpoint: Kinetics-400
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  - Input resolution: 112x112
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- - Number of parameters: 11.7M
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  - Model size (float): 44.6 MB
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  - Model size (w8a16): 11.5 MB
 
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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 | 37.751 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.124 ms | 18 - 18 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.297 ms | 12 - 720 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.296 ms | 13 - 523 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.943 ms | 12 - 15 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.296 ms | 13 - 523 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.957 ms | 11 - 14 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.124 ms | 18 - 18 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.456 ms | 1 - 540 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.456 ms | 1 - 540 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.714 ms | 0 - 566 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 36.69 ms | 7 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.197 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.062 ms | 6 - 583 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 78.934 ms | 8 - 585 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.04 ms | 0 - 13 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 78.934 ms | 8 - 585 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 49.314 ms | 6 - 9 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.197 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.496 ms | 2 - 383 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.496 ms | 2 - 383 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.734 ms | 1 - 411 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.541 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.403 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.928 ms | 3 - 444 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.095 ms | 3 - 442 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.705 ms | 0 - 15 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 34.095 ms | 3 - 442 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.447 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.403 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.241 ms | 0 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.241 ms | 0 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.363 ms | 0 - 345 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 38.045 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 71.038 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.664 ms | 12 - 717 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.815 ms | 3 - 514 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 494.386 ms | 1 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.111 ms | 12 - 582 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.809 ms | 1 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.809 ms | 1 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.809 ms | 1 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.815 ms | 3 - 514 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 127.351 ms | 12 - 25 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 71.038 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.898 ms | 0 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.386 ms | 1 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.627 ms | 0 - 355 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.898 ms | 0 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.156 ms | 10 - 567 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.107 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.097 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.752 ms | 6 - 718 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 76.239 ms | 6 - 724 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.505 ms | 6 - 13 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 159.737 ms | 6 - 468 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.591 ms | 6 - 280 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.702 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.702 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.702 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 76.239 ms | 6 - 724 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 47.059 ms | 1 - 8 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.097 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1116.926 ms | 6 - 514 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 89.198 ms | 6 - 462 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.804 ms | 6 - 399 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.737 ms | 6 - 468 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.607 ms | 1 - 408 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.804 ms | 6 - 399 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.603 ms | 6 - 437 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.198 ms | 6 - 462 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.492 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.1 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.14 ms | 3 - 439 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.031 ms | 3 - 439 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.722 ms | 3 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 82.757 ms | 2 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.029 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.452 ms | 0 - 335 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.452 ms | 0 - 335 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.452 ms | 0 - 335 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.031 ms | 3 - 439 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.719 ms | 2 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.1 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 494.384 ms | 23 - 418 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.758 ms | 3 - 346 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.062 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.757 ms | 2 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.945 ms | 0 - 336 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.062 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.355 ms | 3 - 348 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.758 ms | 3 - 346 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1234.435 ms | 0 - 829 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1804.079 ms | 0 - 657 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2972.919 ms | 0 - 650 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1596.112 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1565.276 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1565.276 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1565.276 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1804.079 ms | 0 - 657 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.253 ms | 0 - 43 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1033.943 ms | 0 - 648 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2972.919 ms | 0 - 650 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1819.26 ms | 0 - 504 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1033.943 ms | 0 - 648 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 964.757 ms | 0 - 657 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.371 ms | 1 - 1348 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3745.494 ms | 1 - 1083 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16805.648 ms | 3461 - 5278 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 6801.945 ms | 3 - 1160 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3083.448 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3424.039 ms | 1 - 1123 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3424.039 ms | 1 - 1123 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3424.039 ms | 1 - 1123 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3745.494 ms | 1 - 1083 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3327.424 ms | 0 - 38 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 394093.221 ms | 814 - 1042 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 356128.919 ms | 882 - 1214 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2124.722 ms | 1 - 818 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6801.945 ms | 3 - 1160 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3748.894 ms | 0 - 904 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2124.722 ms | 1 - 818 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2819.811 ms | 0 - 1317 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 356128.919 ms | 882 - 1214 MB | NPU
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
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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/v0.60.0/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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  | 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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
53
 
54
  ## Model Details
55
 
56
  **Model Type:** Model_use_case.video_classification
57
 
58
  **Model Stats:**
 
59
  - Input resolution: 112x112
60
+ - Model checkpoint: Kinetics-400
61
  - Model size (float): 44.6 MB
62
  - Model size (w8a16): 11.5 MB
63
+ - Number of parameters: 11.7M
64
 
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 | 37.668 ms | 12 - 12 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.049 ms | 18 - 18 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.368 ms | 12 - 725 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 134.063 ms | 13 - 520 MB | NPU
72
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 141.873 ms | 11 - 15 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 70.987 ms | 0 - 18 MB | NPU
74
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 134.063 ms | 13 - 520 MB | NPU
75
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 127.314 ms | 11 - 14 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.049 ms | 18 - 18 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.461 ms | 1 - 542 MB | NPU
78
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.461 ms | 1 - 542 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.232 ms | 4 - 566 MB | NPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 24.829 ms | 7 - 7 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.125 ms | 11 - 11 MB | NPU
82
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.093 ms | 6 - 585 MB | NPU
83
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 79.002 ms | 6 - 582 MB | NPU
84
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 48.053 ms | 6 - 9 MB | NPU
85
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 43.989 ms | 0 - 13 MB | NPU
86
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 79.002 ms | 6 - 582 MB | NPU
87
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 41.756 ms | 6 - 9 MB | NPU
88
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.125 ms | 11 - 11 MB | NPU
89
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.471 ms | 0 - 380 MB | NPU
90
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.471 ms | 0 - 380 MB | NPU
91
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.771 ms | 1 - 411 MB | NPU
92
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.603 ms | 3 - 3 MB | NPU
93
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.45 ms | 12 - 12 MB | NPU
94
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.874 ms | 3 - 443 MB | NPU
95
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 35.422 ms | 3 - 441 MB | NPU
96
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 24.689 ms | 3 - 6 MB | NPU
97
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.479 ms | 0 - 17 MB | NPU
98
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 35.422 ms | 3 - 441 MB | NPU
99
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 22.378 ms | 3 - 6 MB | NPU
100
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.45 ms | 12 - 12 MB | NPU
101
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.238 ms | 3 - 358 MB | NPU
102
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.241 ms | 0 - 338 MB | NPU
103
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.241 ms | 0 - 338 MB | NPU
104
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.36 ms | 0 - 345 MB | NPU
105
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.238 ms | 3 - 358 MB | NPU
106
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 38.117 ms | 12 - 12 MB | NPU
107
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 70.847 ms | 12 - 12 MB | NPU
108
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.71 ms | 12 - 717 MB | NPU
109
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 132.795 ms | 4 - 513 MB | NPU
110
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 142.554 ms | 12 - 25 MB | NPU
111
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 494.195 ms | 0 - 519 MB | NPU
112
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 70.314 ms | 12 - 27 MB | NPU
113
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.718 ms | 0 - 519 MB | NPU
114
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.718 ms | 0 - 519 MB | NPU
115
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.718 ms | 0 - 519 MB | NPU
116
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 132.795 ms | 4 - 513 MB | NPU
117
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 127.36 ms | 12 - 25 MB | NPU
118
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.847 ms | 12 - 12 MB | NPU
119
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.737 ms | 12 - 533 MB | NPU
120
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.195 ms | 0 - 519 MB | NPU
121
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.641 ms | 0 - 355 MB | NPU
122
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.737 ms | 12 - 533 MB | NPU
123
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.136 ms | 2 - 557 MB | NPU
124
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.101 ms | 6 - 6 MB | NPU
125
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.103 ms | 6 - 6 MB | NPU
126
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.98 ms | 6 - 718 MB | NPU
127
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 74.995 ms | 5 - 725 MB | NPU
128
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.746 ms | 3 - 11 MB | NPU
129
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 54.387 ms | 4 - 12 MB | NPU
130
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 159.599 ms | 6 - 468 MB | NPU
131
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.94 ms | 6 - 8 MB | NPU
132
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.689 ms | 6 - 409 MB | NPU
133
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.689 ms | 6 - 409 MB | NPU
134
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.689 ms | 6 - 409 MB | NPU
135
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 74.995 ms | 5 - 725 MB | NPU
136
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 47.481 ms | 1 - 8 MB | NPU
137
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.103 ms | 6 - 6 MB | NPU
138
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1112.156 ms | 6 - 513 MB | NPU
139
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 89.397 ms | 6 - 470 MB | NPU
140
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 30.008 ms | 6 - 397 MB | NPU
141
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.599 ms | 6 - 468 MB | NPU
142
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.63 ms | 0 - 407 MB | NPU
143
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 30.008 ms | 6 - 397 MB | NPU
144
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.658 ms | 6 - 437 MB | NPU
145
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.397 ms | 6 - 470 MB | NPU
146
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.431 ms | 3 - 3 MB | NPU
147
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.234 ms | 3 - 3 MB | NPU
148
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.133 ms | 3 - 441 MB | NPU
149
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.756 ms | 3 - 438 MB | NPU
150
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.304 ms | 5 - 9 MB | NPU
151
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 26.113 ms | 1 - 6 MB | NPU
152
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 82.782 ms | 3 - 338 MB | NPU
153
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.07 ms | 3 - 7 MB | NPU
154
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.423 ms | 3 - 338 MB | NPU
155
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.423 ms | 3 - 338 MB | NPU
156
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.423 ms | 3 - 338 MB | NPU
157
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 34.756 ms | 3 - 438 MB | NPU
158
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.796 ms | 3 - 8 MB | NPU
159
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.234 ms | 3 - 3 MB | NPU
160
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 496.594 ms | 3 - 397 MB | NPU
161
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.526 ms | 3 - 351 MB | NPU
162
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.133 ms | 3 - 337 MB | NPU
163
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.782 ms | 3 - 338 MB | NPU
164
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.986 ms | 0 - 335 MB | NPU
165
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.133 ms | 3 - 337 MB | NPU
166
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.345 ms | 3 - 349 MB | NPU
167
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.526 ms | 3 - 351 MB | NPU
168
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1243.987 ms | 0 - 831 MB | NPU
169
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1826.803 ms | 1 - 662 MB | NPU
170
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1522.266 ms | 0 - 44 MB | NPU
171
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 2984.552 ms | 1 - 652 MB | NPU
172
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1587.777 ms | 0 - 4 MB | NPU
173
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1564.079 ms | 0 - 652 MB | NPU
174
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1564.079 ms | 0 - 652 MB | NPU
175
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1564.079 ms | 0 - 652 MB | NPU
176
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1826.803 ms | 1 - 662 MB | NPU
177
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1548.37 ms | 0 - 43 MB | NPU
178
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1067.344 ms | 0 - 648 MB | NPU
179
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2984.552 ms | 1 - 652 MB | NPU
180
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1819.171 ms | 0 - 504 MB | NPU
181
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1067.344 ms | 0 - 648 MB | NPU
182
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 963.401 ms | 0 - 657 MB | NPU
183
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2598.456 ms | 1 - 1357 MB | NPU
184
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3747.004 ms | 1 - 1083 MB | NPU
185
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16989.693 ms | 3461 - 5278 MB | NPU
186
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3229.726 ms | 0 - 39 MB | NPU
187
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6801.148 ms | 3 - 1158 MB | NPU
188
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3094.322 ms | 0 - 4 MB | NPU
189
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3422.262 ms | 2 - 1124 MB | NPU
190
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3422.262 ms | 2 - 1124 MB | NPU
191
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3422.262 ms | 2 - 1124 MB | NPU
192
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3747.004 ms | 1 - 1083 MB | NPU
193
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 5616.803 ms | 0 - 38 MB | NPU
194
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 395254.754 ms | 903 - 1131 MB | NPU
195
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 357958.645 ms | 792 - 1124 MB | NPU
196
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2163.155 ms | 1 - 822 MB | NPU
197
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6801.148 ms | 3 - 1158 MB | NPU
198
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3745.277 ms | 2 - 906 MB | NPU
199
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2163.155 ms | 1 - 822 MB | NPU
200
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2819.771 ms | 0 - 1316 MB | NPU
201
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 357958.645 ms | 792 - 1124 MB | NPU
202
 
203
  ## License
204
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }
 
1
  {
2
+ "version": "0.60.0",
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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/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/v0.60.0/resnet_mixed-tflite-w8a8.zip"
64
  }
65
  }
66
  }