---
library_name: pytorch
license: other
tags:
- backbone
- android
pipeline_tag: video-classification

---

![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/web-assets/model_demo.png)

# ResNet-Mixed-Convolution: Optimized for Qualcomm Devices

ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.

This is based on the implementation of ResNet-Mixed-Convolution found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
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).

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.

## Getting Started
There are two ways to deploy this model on your device:

### Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

| Runtime | Precision | Chipset | SDK Versions | Download |
|---|---|---|---|---|
| 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)
| 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)
| 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)
| 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)
| 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)
| 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)
| 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)
| 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)

For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.


### Option 2: Export with Custom Configurations

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:
- Custom weights (e.g., fine-tuned checkpoints)
- Custom input shapes
- Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

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.

## Model Details

**Model Type:** Model_use_case.video_classification

**Model Stats:**
- Model checkpoint: Kinetics-400
- Input resolution: 112x112
- Number of parameters: 11.7M
- Model size (float): 44.6 MB
- Model size (w8a16): 11.5 MB

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 37.751 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.124 ms | 18 - 18 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.297 ms | 12 - 720 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.296 ms | 13 - 523 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.943 ms | 12 - 15 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.296 ms | 13 - 523 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.957 ms | 11 - 14 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.124 ms | 18 - 18 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.456 ms | 1 - 540 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.456 ms | 1 - 540 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.714 ms | 0 - 566 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 36.69 ms | 7 - 7 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.197 ms | 11 - 11 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.062 ms | 6 - 583 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 78.934 ms | 8 - 585 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.04 ms | 0 - 13 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 78.934 ms | 8 - 585 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 49.314 ms | 6 - 9 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.197 ms | 11 - 11 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.496 ms | 2 - 383 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.496 ms | 2 - 383 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.734 ms | 1 - 411 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.541 ms | 3 - 3 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.403 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.928 ms | 3 - 444 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.095 ms | 3 - 442 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.705 ms | 0 - 15 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 34.095 ms | 3 - 442 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.447 ms | 3 - 6 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.403 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.241 ms | 0 - 337 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.241 ms | 0 - 337 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.363 ms | 0 - 345 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 38.045 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 71.038 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.664 ms | 12 - 717 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.815 ms | 3 - 514 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 494.386 ms | 1 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.111 ms | 12 - 582 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.809 ms | 1 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.809 ms | 1 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.809 ms | 1 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.815 ms | 3 - 514 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 127.351 ms | 12 - 25 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 71.038 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.898 ms | 0 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.386 ms | 1 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.627 ms | 0 - 355 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.898 ms | 0 - 520 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.156 ms | 10 - 567 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.107 ms | 6 - 6 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.097 ms | 6 - 6 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.752 ms | 6 - 718 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 76.239 ms | 6 - 724 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.505 ms | 6 - 13 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 159.737 ms | 6 - 468 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.591 ms | 6 - 280 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.702 ms | 6 - 409 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.702 ms | 6 - 409 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.702 ms | 6 - 409 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 76.239 ms | 6 - 724 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 47.059 ms | 1 - 8 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.097 ms | 6 - 6 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1116.926 ms | 6 - 514 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 89.198 ms | 6 - 462 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.804 ms | 6 - 399 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.737 ms | 6 - 468 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.607 ms | 1 - 408 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.804 ms | 6 - 399 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.603 ms | 6 - 437 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.198 ms | 6 - 462 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.492 ms | 3 - 3 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.1 ms | 3 - 3 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.14 ms | 3 - 439 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.031 ms | 3 - 439 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.722 ms | 3 - 7 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 82.757 ms | 2 - 337 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.029 ms | 3 - 6 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.452 ms | 0 - 335 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.452 ms | 0 - 335 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.452 ms | 0 - 335 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.031 ms | 3 - 439 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.719 ms | 2 - 7 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.1 ms | 3 - 3 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 494.384 ms | 23 - 418 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.758 ms | 3 - 346 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.062 ms | 3 - 338 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.757 ms | 2 - 337 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.945 ms | 0 - 336 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.062 ms | 3 - 338 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.355 ms | 3 - 348 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.758 ms | 3 - 346 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1234.435 ms | 0 - 829 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1804.079 ms | 0 - 657 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2972.919 ms | 0 - 650 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1596.112 ms | 0 - 3 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1565.276 ms | 0 - 651 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1565.276 ms | 0 - 651 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1565.276 ms | 0 - 651 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1804.079 ms | 0 - 657 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.253 ms | 0 - 43 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1033.943 ms | 0 - 648 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2972.919 ms | 0 - 650 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1819.26 ms | 0 - 504 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1033.943 ms | 0 - 648 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 964.757 ms | 0 - 657 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.371 ms | 1 - 1348 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3745.494 ms | 1 - 1083 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16805.648 ms | 3461 - 5278 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 6801.945 ms | 3 - 1160 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3083.448 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3424.039 ms | 1 - 1123 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3424.039 ms | 1 - 1123 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3424.039 ms | 1 - 1123 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3745.494 ms | 1 - 1083 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3327.424 ms | 0 - 38 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 394093.221 ms | 814 - 1042 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 356128.919 ms | 882 - 1214 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2124.722 ms | 1 - 818 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6801.945 ms | 3 - 1160 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3748.894 ms | 0 - 904 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2124.722 ms | 1 - 818 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2819.811 ms | 0 - 1317 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 356128.919 ms | 882 - 1214 MB | NPU

## License
* The license for the original implementation of ResNet-Mixed-Convolution can be found
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).

## References
* [A Closer Look at Spatiotemporal Convolutions for Action Recognition](https://arxiv.org/abs/1711.11248)
* [Source Model Implementation](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py)

## Community
* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).