---
library_name: pytorch
license: apache-2.0
tags:
- foundation
- android
pipeline_tag: image-segmentation

---

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

# EdgeTAM: Optimized for Qualcomm Devices

EdgeTAM is a lightweight and efficient version of SAM 2, optimized for on-device tracking and segmenting any object in videos and low memory usage by using a novel 2D Spatial Perceiver and RepViT backbone.

This is based on the implementation of EdgeTAM found [here](https://github.com/facebookresearch/EdgeTAM).
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/edgetam) 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/edgetam/releases/v0.62.2/edgetam-onnx-float.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/edgetam/releases/v0.62.2/edgetam-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/edgetam/releases/v0.62.2/edgetam-qnn_dlc-float.zip)
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.62.2/edgetam-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/edgetam/releases/v0.62.2/edgetam-tflite-float.zip)
| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.62.2/edgetam-tflite-w8a8.zip)

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


### Option 2: Export with Custom Configurations

Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/edgetam) 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 [EdgeTAM on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/edgetam) for usage instructions.

## Model Details

**Model Type:** Model_use_case.semantic_segmentation

**Model Stats:**
- Input resolution (Encoder): 1024x1024
- Model checkpoint: edgetam.pt
- Model size (encoder) (float): 33 MB
- Model size (memory_encoder) (float): 4.6 MB
- Model size (video_decoder) (float): 23.7 MB
- Number of parameters (encoder): 8.3M
- Number of parameters (memory_encoder): 1.2M
- Number of parameters (video_decoder): 6.22M

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| encoder | ONNX | float | Snapdragon® X2 Elite | 11.6 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Snapdragon® X Elite | 17.919 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.903 ms | 56 - 408 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 91.759 ms | 27 - 442 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 24.207 ms | 12 - 16 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.152 ms | 40 - 42 MB | NPU
| encoder | ONNX | float | Qualcomm® QCS8450 | 91.759 ms | 27 - 442 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 22.546 ms | 12 - 15 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 17.919 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 9.524 ms | 45 - 363 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 9.524 ms | 45 - 363 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.969 ms | 45 - 383 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 3.187 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® X Elite | 8.186 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.329 ms | 15 - 310 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2247.698 ms | 9 - 326 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4487.562 ms | 3 - 6 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.57 ms | 12 - 16 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.907 ms | 10 - 17 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 2247.698 ms | 9 - 326 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.424 ms | 12 - 15 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.186 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 57.622 ms | 7 - 259 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 10.655 ms | 15 - 272 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.475 ms | 13 - 272 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.475 ms | 13 - 272 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.056 ms | 2 - 280 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 10.655 ms | 15 - 272 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® X2 Elite | 10.465 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® X Elite | 23.498 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.713 ms | 47 - 387 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 99.585 ms | 12 - 421 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 27.141 ms | 12 - 46 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.38 ms | 12 - 18 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8775P | 27.47 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8650P | 27.47 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8255P | 27.47 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® QCS8450 | 99.585 ms | 12 - 421 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 28.716 ms | 12 - 46 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.498 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 11.644 ms | 0 - 276 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA7255P | 68.705 ms | 1 - 259 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8295P | 53.597 ms | 1 - 336 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 11.644 ms | 0 - 276 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.941 ms | 11 - 312 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.29 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 11.653 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.348 ms | 3 - 302 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2275.274 ms | 3 - 327 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4492.71 ms | 1 - 11 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 10.199 ms | 2 - 12 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.864 ms | 3 - 172 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 11.555 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 11.555 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 11.555 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2275.274 ms | 3 - 327 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.676 ms | 1 - 11 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.653 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 55.605 ms | 5 - 238 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.559 ms | 3 - 264 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.552 ms | 3 - 251 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.164 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2134.257 ms | 3 - 283 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.552 ms | 3 - 251 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.788 ms | 3 - 269 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.559 ms | 3 - 264 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.621 ms | 20 - 370 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 100.289 ms | 21 - 442 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 27.242 ms | 0 - 47 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.104 ms | 20 - 23 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8775P | 27.574 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8650P | 27.574 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8255P | 27.574 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® QCS8450 | 100.289 ms | 21 - 442 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.087 ms | 0 - 46 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.659 ms | 18 - 299 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA7255P | 68.723 ms | 20 - 287 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8295P | 53.455 ms | 20 - 365 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 11.659 ms | 18 - 299 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.949 ms | 20 - 321 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.803 ms | 5 - 302 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2265.555 ms | 1 - 326 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4483.221 ms | 4 - 28 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6.883 ms | 5 - 22 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.997 ms | 5 - 7 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 7.819 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 7.819 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 7.819 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 2265.555 ms | 1 - 326 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.584 ms | 2 - 19 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 76.213 ms | 3 - 233 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.258 ms | 5 - 261 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.965 ms | 3 - 253 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 13.696 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 2102.827 ms | 0 - 280 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.965 ms | 3 - 253 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.64 ms | 0 - 262 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.258 ms | 5 - 261 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® X2 Elite | 10.55 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® X Elite | 25.161 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 19.647 ms | 8 - 455 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 38.074 ms | 8 - 331 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 27.246 ms | 8 - 11 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 24.911 ms | 8 - 13 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® QCS8450 | 38.074 ms | 8 - 331 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 29.631 ms | 8 - 11 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 25.161 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 13.72 ms | 0 - 295 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 13.72 ms | 0 - 295 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.87 ms | 2 - 294 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 2.861 ms | 2 - 2 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® X Elite | 5.883 ms | 1 - 1 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.708 ms | 2 - 219 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 10.881 ms | 2 - 346 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 36.939 ms | 2 - 5 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.246 ms | 2 - 6 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.625 ms | 1 - 5 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 10.881 ms | 2 - 346 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.001 ms | 2 - 5 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.883 ms | 1 - 1 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 33.702 ms | 2 - 327 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 6.68 ms | 2 - 283 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.044 ms | 2 - 300 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.044 ms | 2 - 300 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.599 ms | 0 - 298 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 6.68 ms | 2 - 283 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 10.738 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® X Elite | 19.915 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 13.281 ms | 8 - 730 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.394 ms | 4 - 405 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 20.182 ms | 8 - 19 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.79 ms | 8 - 158 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8775P | 20.933 ms | 0 - 322 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8650P | 20.933 ms | 0 - 322 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8255P | 20.933 ms | 0 - 322 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 29.394 ms | 4 - 405 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 21.224 ms | 8 - 18 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 19.915 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.768 ms | 4 - 315 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA7255P | 44.773 ms | 1 - 317 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8295P | 23.55 ms | 0 - 366 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.768 ms | 4 - 315 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.23 ms | 4 - 314 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.029 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.522 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.947 ms | 0 - 235 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.51 ms | 0 - 198 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 36.609 ms | 1 - 5 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.52 ms | 1 - 5 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.91 ms | 2 - 4 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.627 ms | 2 - 168 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.627 ms | 2 - 168 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.627 ms | 2 - 168 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 7.51 ms | 0 - 198 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.389 ms | 1 - 5 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.522 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 29.496 ms | 2 - 383 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.186 ms | 2 - 313 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.993 ms | 1 - 175 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 10.994 ms | 1 - 165 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.758 ms | 2 - 181 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 2.993 ms | 1 - 175 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.505 ms | 1 - 203 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.186 ms | 2 - 313 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 19.494 ms | 0 - 351 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 38.468 ms | 0 - 318 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 27.217 ms | 0 - 17 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 24.838 ms | 0 - 4 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8775P | 28.699 ms | 0 - 312 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8650P | 28.699 ms | 0 - 312 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8255P | 28.699 ms | 0 - 312 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® QCS8450 | 38.468 ms | 0 - 318 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.1 ms | 0 - 16 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 15.928 ms | 0 - 352 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA7255P | 53.437 ms | 0 - 311 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8295P | 33.253 ms | 0 - 288 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 15.928 ms | 0 - 352 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.87 ms | 0 - 311 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.097 ms | 0 - 256 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 12.956 ms | 1 - 250 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 104.336 ms | 10 - 52 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.816 ms | 1 - 10 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.58 ms | 1 - 3 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 9.814 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 9.814 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 9.814 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 12.956 ms | 1 - 250 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.349 ms | 0 - 9 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 70.435 ms | 10 - 236 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 32.179 ms | 10 - 196 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.509 ms | 1 - 235 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 17.188 ms | 1 - 227 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 12.067 ms | 1 - 230 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.509 ms | 1 - 235 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.91 ms | 1 - 239 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 32.179 ms | 10 - 196 MB | NPU
| video_decoder | ONNX | float | Snapdragon® X2 Elite | 3.419 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Snapdragon® X Elite | 7.028 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.009 ms | 17 - 273 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 14.43 ms | 17 - 287 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.909 ms | 16 - 19 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.155 ms | 16 - 19 MB | NPU
| video_decoder | ONNX | float | Qualcomm® QCS8450 | 14.43 ms | 17 - 287 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.365 ms | 16 - 19 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.028 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.869 ms | 3 - 247 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Elite Mobile | 3.869 ms | 3 - 247 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.417 ms | 1 - 230 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® X2 Elite | 2.041 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® X Elite | 3.566 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.28 ms | 4 - 159 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.327 ms | 4 - 167 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 15.363 ms | 5 - 8 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.491 ms | 4 - 8 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.393 ms | 2 - 8 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® QCS8450 | 4.327 ms | 4 - 167 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.965 ms | 4 - 7 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.566 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 19.889 ms | 2 - 252 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 4.564 ms | 4 - 300 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.84 ms | 0 - 127 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.84 ms | 0 - 127 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.539 ms | 0 - 156 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 4.564 ms | 4 - 300 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® X2 Elite | 4.761 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® X Elite | 6.122 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.096 ms | 4 - 246 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.642 ms | 4 - 223 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.571 ms | 16 - 35 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.815 ms | 16 - 18 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8775P | 7.091 ms | 16 - 233 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8650P | 7.091 ms | 16 - 233 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8255P | 7.091 ms | 16 - 233 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® QCS8450 | 10.642 ms | 4 - 223 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.931 ms | 16 - 34 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.122 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.205 ms | 4 - 219 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA7255P | 13.385 ms | 16 - 230 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8295P | 8.842 ms | 0 - 197 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.205 ms | 4 - 219 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.813 ms | 4 - 199 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.649 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 3.173 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.781 ms | 0 - 112 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.284 ms | 0 - 110 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 11.214 ms | 1 - 7 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.815 ms | 1 - 7 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.725 ms | 4 - 6 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 3.369 ms | 4 - 91 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 3.369 ms | 4 - 91 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 3.369 ms | 4 - 91 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 3.284 ms | 0 - 110 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.194 ms | 3 - 9 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.173 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 13.585 ms | 4 - 278 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.292 ms | 4 - 215 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.413 ms | 1 - 93 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 5.19 ms | 4 - 90 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.856 ms | 4 - 89 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.413 ms | 1 - 93 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.221 ms | 1 - 112 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.292 ms | 4 - 215 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.101 ms | 0 - 238 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 10.732 ms | 0 - 224 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 6.588 ms | 0 - 32 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.862 ms | 0 - 9 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8775P | 7.104 ms | 0 - 194 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8650P | 7.104 ms | 0 - 194 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8255P | 7.104 ms | 0 - 194 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® QCS8450 | 10.732 ms | 0 - 224 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.868 ms | 0 - 31 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.161 ms | 0 - 187 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA7255P | 13.366 ms | 0 - 216 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8295P | 8.872 ms | 0 - 200 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.161 ms | 0 - 187 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.731 ms | 0 - 212 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.921 ms | 0 - 245 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 9.998 ms | 0 - 243 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 41.513 ms | 12 - 58 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.857 ms | 0 - 15 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.572 ms | 0 - 12 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8775P | 9.772 ms | 0 - 314 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8650P | 9.772 ms | 0 - 314 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8255P | 9.772 ms | 0 - 314 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 9.998 ms | 0 - 243 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.444 ms | 0 - 14 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 34.785 ms | 12 - 213 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 15.149 ms | 12 - 202 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.909 ms | 0 - 247 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA7255P | 15.37 ms | 0 - 216 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8295P | 9.251 ms | 0 - 221 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.909 ms | 0 - 247 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.426 ms | 0 - 260 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 15.149 ms | 12 - 202 MB | NPU

## License
* The license for the original implementation of EdgeTAM can be found
  [here](https://github.com/facebookresearch/EdgeTAM/blob/main/LICENSE).

## References
* [EdgeTAM: On-Device Track Anything Model](https://arxiv.org/abs/2501.07256)
* [Source Model Implementation](https://github.com/facebookresearch/EdgeTAM)

## 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).