---
library_name: pytorch
license: bsd-3-clause
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/v0.63.0/src/qai_hub_models/models/resnet_mixed) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-float.zip)
| ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a16.zip)
| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a8.zip)
| QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-float.zip)
| QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a16.zip)
| QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a8.zip)
| TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-tflite-float.zip)
| TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-tflite-w8a8.zip)

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/v0.63.0/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/v0.63.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.

## Model Details

**Model Type:** Model_use_case.video_classification

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

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.738 ms | 1 - 204 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.689 ms | 1 - 198 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.1 ms | 2 - 2 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.618 ms | 22 - 22 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.507 ms | 2 - 255 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.027 ms | 2 - 218 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.138 ms | 2 - 6 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.045 ms | 0 - 24 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 24.027 ms | 2 - 218 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.734 ms | 2 - 6 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.618 ms | 22 - 22 MB | NPU
| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.689 ms | 1 - 198 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.671 ms | 0 - 192 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.213 ms | 1 - 180 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.679 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.814 ms | 11 - 11 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.39 ms | 1 - 236 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.85 ms | 1 - 238 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 36.232 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.489 ms | 1 - 5 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.508 ms | 0 - 15 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 11.85 ms | 1 - 238 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.312 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.814 ms | 11 - 11 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 175.086 ms | 0 - 193 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.552 ms | 1 - 193 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.213 ms | 1 - 180 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.552 ms | 1 - 193 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.86 ms | 0 - 175 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.737 ms | 0 - 169 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.312 ms | 2 - 2 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.722 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.267 ms | 0 - 211 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.053 ms | 1 - 209 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.585 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.993 ms | 1 - 5 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.561 ms | 0 - 124 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 6.053 ms | 1 - 209 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.441 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.722 ms | 12 - 12 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.242 ms | 3 - 184 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.022 ms | 1 - 176 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.737 ms | 0 - 169 MB | NPU
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.022 ms | 1 - 176 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.865 ms | 2 - 207 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.735 ms | 0 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.77 ms | 2 - 2 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.922 ms | 2 - 2 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.526 ms | 0 - 253 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 24.31 ms | 2 - 217 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 28.323 ms | 2 - 7 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.265 ms | 2 - 4 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.151 ms | 1 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 25.151 ms | 1 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 25.151 ms | 1 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 24.31 ms | 2 - 217 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.493 ms | 2 - 7 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.922 ms | 2 - 2 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.735 ms | 0 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.483 ms | 1 - 200 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.963 ms | 0 - 173 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.798 ms | 1 - 186 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.465 ms | 1 - 177 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.294 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.258 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.477 ms | 0 - 230 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.075 ms | 1 - 232 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 37.226 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.582 ms | 1 - 5 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.617 ms | 1 - 3 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.61 ms | 1 - 181 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.61 ms | 1 - 181 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.61 ms | 1 - 181 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.075 ms | 1 - 232 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.334 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.258 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 174.258 ms | 1 - 191 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.784 ms | 1 - 190 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.465 ms | 1 - 177 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.978 ms | 1 - 180 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 15.762 ms | 1 - 186 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.784 ms | 1 - 190 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.904 ms | 1 - 171 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.752 ms | 0 - 171 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.676 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.09 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.319 ms | 0 - 208 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.338 ms | 1 - 208 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.485 ms | 3 - 5 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.054 ms | 1 - 4 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.643 ms | 1 - 2 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.686 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.686 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.686 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.338 ms | 1 - 208 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.516 ms | 0 - 3 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.09 ms | 1 - 1 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 90.294 ms | 1 - 181 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.899 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.752 ms | 0 - 171 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 16.433 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.54 ms | 1 - 170 MB | NPU
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.899 ms | 1 - 166 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 180.172 ms | 0 - 234 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 189.335 ms | 0 - 231 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 201.929 ms | 0 - 282 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 303.531 ms | 0 - 259 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 255.843 ms | 0 - 30 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 255.088 ms | 0 - 3 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 258.854 ms | 0 - 228 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 258.854 ms | 0 - 228 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 258.854 ms | 0 - 228 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 303.531 ms | 0 - 259 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 263.913 ms | 0 - 29 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 189.335 ms | 0 - 231 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 501.821 ms | 0 - 226 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 309.555 ms | 0 - 213 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 358.895 ms | 0 - 318 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 349.591 ms | 0 - 257 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 413.541 ms | 0 - 334 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 671.57 ms | 2 - 330 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1769.212 ms | 693 - 1059 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 550.841 ms | 0 - 29 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 547.386 ms | 0 - 2 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 609.107 ms | 0 - 279 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 609.107 ms | 0 - 279 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 609.107 ms | 0 - 279 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 671.57 ms | 2 - 330 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 611.298 ms | 0 - 28 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1536.734 ms | 654 - 805 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1232.249 ms | 668 - 843 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 349.591 ms | 0 - 257 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 1189.445 ms | 678 - 693 MB | CPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 621.284 ms | 0 - 282 MB | NPU
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1232.249 ms | 668 - 843 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).