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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +135 -134
  2. release_assets.json +36 -14
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/v0.58.0/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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@@ -28,25 +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 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-w8a16.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/v0.58.0/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/v0.58.0/resnet_mixed-qnn_dlc-w8a16.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/v0.58.0/resnet_mixed-tflite-float.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/v0.58.0/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/v0.58.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
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  ## Model Details
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@@ -62,132 +65,130 @@ 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 | 37.826 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.222 ms | 18 - 18 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.482 ms | 12 - 720 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.419 ms | 0 - 511 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 70.022 ms | 0 - 472 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.419 ms | 0 - 511 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.236 ms | 1 - 565 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.37 ms | 1 - 545 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.87 ms | 11 - 14 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.37 ms | 1 - 545 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.222 ms | 18 - 18 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 24.837 ms | 7 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.19 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.284 ms | 6 - 585 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 77.281 ms | 6 - 582 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.073 ms | 0 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 77.281 ms | 6 - 582 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.734 ms | 2 - 383 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 41.981 ms | 6 - 9 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.728 ms | 1 - 411 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.734 ms | 2 - 383 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.19 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.606 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.537 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.878 ms | 3 - 443 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 35.818 ms | 3 - 442 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.525 ms | 0 - 17 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 35.818 ms | 3 - 442 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.265 ms | 2 - 339 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.188 ms | 3 - 357 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 22.535 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.368 ms | 0 - 346 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.188 ms | 3 - 357 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.265 ms | 2 - 339 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.537 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 56.583 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 70.852 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.632 ms | 12 - 716 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.118 ms | 4 - 514 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 | 494.276 ms | 0 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.402 ms | 12 - 15 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.745 ms | 0 - 519 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.745 ms | 0 - 519 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.745 ms | 0 - 519 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.118 ms | 4 - 514 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.127 ms | 12 - 570 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.813 ms | 9 - 528 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 126.59 ms | 12 - 25 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.276 ms | 0 - 520 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.648 ms | 0 - 354 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.813 ms | 9 - 528 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.852 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.136 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.119 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 39.048 ms | 6 - 720 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 75.183 ms | 5 - 728 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.551 ms | 3 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 159.745 ms | 6 - 468 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 51.357 ms | 6 - 79 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.696 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.696 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.696 ms | 6 - 409 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 75.183 ms | 5 - 728 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.964 ms | 6 - 398 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 57.015 ms | 3 - 10 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.604 ms | 0 - 407 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 88.971 ms | 6 - 467 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.633 ms | 6 - 437 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1085.087 ms | 6 - 513 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 88.971 ms | 6 - 467 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.964 ms | 6 - 398 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.119 ms | 6 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.745 ms | 6 - 468 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 18.221 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.224 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.142 ms | 3 - 440 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.293 ms | 3 - 439 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.274 ms | 3 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 82.788 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.134 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.443 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.443 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.443 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.293 ms | 3 - 439 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.056 ms | 3 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.399 ms | 3 - 348 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.686 ms | 3 - 7 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.788 ms | 3 - 338 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.971 ms | 0 - 335 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.352 ms | 3 - 350 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 490.494 ms | 3 - 398 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.399 ms | 3 - 348 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.056 ms | 3 - 337 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.224 ms | 3 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1230.825 ms | 0 - 835 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1822.412 ms | 1 - 655 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 | 286489.495 ms | 915 - 932 MB | CPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1586.545 ms | 0 - 27 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1553.116 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1553.116 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1553.116 ms | 0 - 651 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1822.412 ms | 1 - 655 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 965.833 ms | 0 - 657 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1048.693 ms | 0 - 648 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.943 ms | 0 - 43 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 286489.495 ms | 915 - 932 MB | CPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1820.329 ms | 0 - 504 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1048.693 ms | 0 - 648 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.464 ms | 3 - 1350 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3732.078 ms | 0 - 1080 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16039.306 ms | 3461 - 5278 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8275 | 6806.939 ms | 3 - 1159 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3100.242 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3422.076 ms | 2 - 1124 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3422.076 ms | 2 - 1124 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3422.076 ms | 2 - 1124 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3732.078 ms | 0 - 1080 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2126.654 ms | 1 - 818 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 354934.724 ms | 860 - 1192 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3328.386 ms | 0 - 38 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6806.939 ms | 3 - 1159 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3749.713 ms | 0 - 904 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2825.941 ms | 0 - 1317 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 392752.084 ms | 827 - 1055 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 354934.724 ms | 860 - 1192 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2126.654 ms | 1 - 818 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
15
  ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
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  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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  | 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)
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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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 | 37.751 ms | 12 - 12 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.124 ms | 18 - 18 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.297 ms | 12 - 720 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.296 ms | 13 - 523 MB | NPU
72
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.943 ms | 12 - 15 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.296 ms | 13 - 523 MB | NPU
74
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.957 ms | 11 - 14 MB | NPU
75
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.124 ms | 18 - 18 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.456 ms | 1 - 540 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.456 ms | 1 - 540 MB | NPU
78
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.714 ms | 0 - 566 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 36.69 ms | 7 - 7 MB | NPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.197 ms | 11 - 11 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.062 ms | 6 - 583 MB | NPU
82
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 78.934 ms | 8 - 585 MB | NPU
83
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.04 ms | 0 - 13 MB | NPU
84
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 78.934 ms | 8 - 585 MB | NPU
85
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 49.314 ms | 6 - 9 MB | NPU
86
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.197 ms | 11 - 11 MB | NPU
87
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.496 ms | 2 - 383 MB | NPU
88
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.496 ms | 2 - 383 MB | NPU
89
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.734 ms | 1 - 411 MB | NPU
90
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.541 ms | 3 - 3 MB | NPU
91
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.403 ms | 12 - 12 MB | NPU
92
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.928 ms | 3 - 444 MB | NPU
93
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.095 ms | 3 - 442 MB | NPU
94
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.705 ms | 0 - 15 MB | NPU
95
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 34.095 ms | 3 - 442 MB | NPU
96
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.447 ms | 3 - 6 MB | NPU
97
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.403 ms | 12 - 12 MB | NPU
98
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.241 ms | 0 - 337 MB | NPU
99
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.241 ms | 0 - 337 MB | NPU
100
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.363 ms | 0 - 345 MB | NPU
101
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 38.045 ms | 12 - 12 MB | NPU
102
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 71.038 ms | 12 - 12 MB | NPU
103
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.664 ms | 12 - 717 MB | NPU
104
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.815 ms | 3 - 514 MB | NPU
105
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 494.386 ms | 1 - 520 MB | NPU
106
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.111 ms | 12 - 582 MB | NPU
107
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.809 ms | 1 - 520 MB | NPU
108
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.809 ms | 1 - 520 MB | NPU
109
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.809 ms | 1 - 520 MB | NPU
110
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.815 ms | 3 - 514 MB | NPU
111
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 127.351 ms | 12 - 25 MB | NPU
112
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 71.038 ms | 12 - 12 MB | NPU
113
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.898 ms | 0 - 520 MB | NPU
114
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.386 ms | 1 - 520 MB | NPU
115
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.627 ms | 0 - 355 MB | NPU
116
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.898 ms | 0 - 520 MB | NPU
117
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.156 ms | 10 - 567 MB | NPU
118
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.107 ms | 6 - 6 MB | NPU
119
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.097 ms | 6 - 6 MB | NPU
120
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.752 ms | 6 - 718 MB | NPU
121
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 76.239 ms | 6 - 724 MB | NPU
122
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.505 ms | 6 - 13 MB | NPU
123
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 159.737 ms | 6 - 468 MB | NPU
124
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.591 ms | 6 - 280 MB | NPU
125
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.702 ms | 6 - 409 MB | NPU
126
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.702 ms | 6 - 409 MB | NPU
127
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.702 ms | 6 - 409 MB | NPU
128
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 76.239 ms | 6 - 724 MB | NPU
129
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 47.059 ms | 1 - 8 MB | NPU
130
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.097 ms | 6 - 6 MB | NPU
131
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1116.926 ms | 6 - 514 MB | NPU
132
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 89.198 ms | 6 - 462 MB | NPU
133
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.804 ms | 6 - 399 MB | NPU
134
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.737 ms | 6 - 468 MB | NPU
135
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.607 ms | 1 - 408 MB | NPU
136
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.804 ms | 6 - 399 MB | NPU
137
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.603 ms | 6 - 437 MB | NPU
138
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.198 ms | 6 - 462 MB | NPU
139
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.492 ms | 3 - 3 MB | NPU
140
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.1 ms | 3 - 3 MB | NPU
141
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.14 ms | 3 - 439 MB | NPU
142
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.031 ms | 3 - 439 MB | NPU
143
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.722 ms | 3 - 7 MB | NPU
144
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 82.757 ms | 2 - 337 MB | NPU
145
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.029 ms | 3 - 6 MB | NPU
146
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.452 ms | 0 - 335 MB | NPU
147
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.452 ms | 0 - 335 MB | NPU
148
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.452 ms | 0 - 335 MB | NPU
149
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.031 ms | 3 - 439 MB | NPU
150
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.719 ms | 2 - 7 MB | NPU
151
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.1 ms | 3 - 3 MB | NPU
152
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 494.384 ms | 23 - 418 MB | NPU
153
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.758 ms | 3 - 346 MB | NPU
154
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.062 ms | 3 - 338 MB | NPU
155
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.757 ms | 2 - 337 MB | NPU
156
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.945 ms | 0 - 336 MB | NPU
157
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.062 ms | 3 - 338 MB | NPU
158
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.355 ms | 3 - 348 MB | NPU
159
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.758 ms | 3 - 346 MB | NPU
160
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1234.435 ms | 0 - 829 MB | NPU
161
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1804.079 ms | 0 - 657 MB | NPU
162
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2972.919 ms | 0 - 650 MB | NPU
163
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1596.112 ms | 0 - 3 MB | NPU
164
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1565.276 ms | 0 - 651 MB | NPU
165
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1565.276 ms | 0 - 651 MB | NPU
166
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1565.276 ms | 0 - 651 MB | NPU
167
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1804.079 ms | 0 - 657 MB | NPU
168
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.253 ms | 0 - 43 MB | NPU
169
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1033.943 ms | 0 - 648 MB | NPU
170
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2972.919 ms | 0 - 650 MB | NPU
171
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1819.26 ms | 0 - 504 MB | NPU
172
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1033.943 ms | 0 - 648 MB | NPU
173
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 964.757 ms | 0 - 657 MB | NPU
174
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.371 ms | 1 - 1348 MB | NPU
175
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3745.494 ms | 1 - 1083 MB | NPU
176
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16805.648 ms | 3461 - 5278 MB | NPU
177
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 6801.945 ms | 3 - 1160 MB | NPU
178
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3083.448 ms | 1 - 4 MB | NPU
179
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3424.039 ms | 1 - 1123 MB | NPU
180
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3424.039 ms | 1 - 1123 MB | NPU
181
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3424.039 ms | 1 - 1123 MB | NPU
182
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3745.494 ms | 1 - 1083 MB | NPU
183
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3327.424 ms | 0 - 38 MB | NPU
184
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 394093.221 ms | 814 - 1042 MB | NPU
185
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 356128.919 ms | 882 - 1214 MB | NPU
186
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2124.722 ms | 1 - 818 MB | NPU
187
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6801.945 ms | 3 - 1160 MB | NPU
188
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3748.894 ms | 0 - 904 MB | NPU
189
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2124.722 ms | 1 - 818 MB | NPU
190
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2819.811 ms | 0 - 1317 MB | NPU
191
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 356128.919 ms | 882 - 1214 MB | NPU
 
 
192
 
193
  ## License
194
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1,44 +1,66 @@
1
  {
2
- "version": "0.58.0",
3
  "precisions": {
4
- "w8a16": {
5
  "universal_assets": {
 
 
 
 
 
 
 
6
  "qnn_dlc": {
7
  "tool_versions": {
8
  "qairt": "2.45.0.260326154327"
9
  },
10
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-w8a16.zip"
11
  },
 
 
 
 
 
 
 
 
 
 
12
  "onnx": {
13
  "tool_versions": {
14
  "qairt": "2.45.0.260326154327",
15
- "onnx_runtime": "1.25.0"
 
 
 
 
 
 
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-w8a16.zip"
18
  }
19
  }
20
  },
21
- "float": {
22
  "universal_assets": {
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- "tflite": {
24
  "tool_versions": {
25
  "qairt": "2.45.0.260326154327",
26
- "litert": "1.4.4"
27
  },
28
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-tflite-float.zip"
29
  },
30
  "qnn_dlc": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-float.zip"
35
  },
36
- "onnx": {
37
  "tool_versions": {
38
- "qairt": "2.45.0.260326154327",
39
- "onnx_runtime": "1.25.0"
40
  },
41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-float.zip"
42
  }
43
  }
44
  }
 
1
  {
2
+ "version": "0.59.0",
3
  "precisions": {
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+ "float": {
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  "universal_assets": {
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+ "onnx": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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+ "onnx_runtime": "1.27.1"
10
+ },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_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"
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+ },
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
+ },
27
+ "w8a16": {
28
+ "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
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  "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": {
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+ "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
  },
44
+ "w8a8": {
45
  "universal_assets": {
46
+ "onnx": {
47
  "tool_versions": {
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
  }