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EdgeTAM

Image Segmentation
PyTorch
foundation
android
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EdgeTAM
File size: 29,763 Bytes
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---
library_name: pytorch
license: other
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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/src/qai_hub_models/models/edgetam) for usage instructions.

## Model Details

**Model Type:** Model_use_case.semantic_segmentation

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

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| encoder | ONNX | float | Snapdragon® X2 Elite | 8.833 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Snapdragon® X Elite | 17.873 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 14.067 ms | 47 - 394 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 91.154 ms | 3 - 414 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.011 ms | 48 - 50 MB | NPU
| encoder | ONNX | float | Qualcomm® QCS8450 | 91.154 ms | 3 - 414 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 23.122 ms | 12 - 15 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 17.873 ms | 70 - 70 MB | NPU
| encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 9.541 ms | 44 - 357 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 9.541 ms | 44 - 357 MB | NPU
| encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 7.981 ms | 44 - 381 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 3.144 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® X Elite | 8.268 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.368 ms | 14 - 309 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2242.426 ms | 4 - 323 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4475.73 ms | 3 - 6 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.941 ms | 10 - 16 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 2242.426 ms | 4 - 323 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.411 ms | 13 - 16 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.268 ms | 18 - 18 MB | NPU
| encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.485 ms | 12 - 272 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.485 ms | 12 - 272 MB | NPU
| encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.037 ms | 1 - 279 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® X2 Elite | 10.373 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® X Elite | 23.494 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 16.934 ms | 6 - 343 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 99.518 ms | 12 - 422 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 68.706 ms | 17 - 277 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.012 ms | 12 - 14 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8775P | 27.492 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8650P | 27.492 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8255P | 27.492 ms | 0 - 258 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® QCS8450 | 99.518 ms | 12 - 422 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 28.948 ms | 12 - 46 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.494 ms | 12 - 12 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 11.663 ms | 11 - 288 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA7255P | 68.706 ms | 17 - 277 MB | NPU
| encoder | QNN_DLC | float | Qualcomm® SA8295P | 53.547 ms | 0 - 335 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 11.663 ms | 11 - 288 MB | NPU
| encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.951 ms | 12 - 314 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.293 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 11.677 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.34 ms | 3 - 302 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2266.154 ms | 3 - 325 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4540.687 ms | 3 - 12 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 20.15 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.89 ms | 3 - 5 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 11.599 ms | 3 - 259 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 11.599 ms | 3 - 259 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 11.599 ms | 3 - 259 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 2266.154 ms | 3 - 325 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 13.72 ms | 0 - 10 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.677 ms | 3 - 3 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 54.705 ms | 5 - 238 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 11.474 ms | 3 - 264 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.523 ms | 3 - 251 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 20.15 ms | 3 - 260 MB | NPU
| encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2125.515 ms | 1 - 280 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 4.523 ms | 3 - 251 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.779 ms | 3 - 269 MB | NPU
| encoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 11.474 ms | 3 - 264 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.656 ms | 20 - 371 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 100.989 ms | 0 - 418 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 68.748 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.003 ms | 20 - 39 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8775P | 27.589 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8650P | 27.589 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8255P | 27.589 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® QCS8450 | 100.989 ms | 0 - 418 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 28.764 ms | 0 - 46 MB | NPU
| encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.636 ms | 19 - 306 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA7255P | 68.748 ms | 20 - 285 MB | NPU
| encoder | TFLITE | float | Qualcomm® SA8295P | 53.506 ms | 20 - 365 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 11.636 ms | 19 - 306 MB | NPU
| encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.952 ms | 20 - 321 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.799 ms | 3 - 301 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2252.678 ms | 2 - 327 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4541.95 ms | 0 - 24 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 13.689 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.068 ms | 5 - 7 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 7.833 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 7.833 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 7.833 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 2252.678 ms | 2 - 327 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.529 ms | 2 - 19 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 68.192 ms | 5 - 235 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.209 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.964 ms | 4 - 249 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 13.689 ms | 5 - 260 MB | NPU
| encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 2095.818 ms | 1 - 281 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2.964 ms | 4 - 249 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.66 ms | 0 - 262 MB | NPU
| encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.209 ms | 5 - 260 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® X2 Elite | 10.393 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® X Elite | 24.795 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 19.513 ms | 8 - 447 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 39.947 ms | 8 - 334 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 24.898 ms | 8 - 333 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® QCS8450 | 39.947 ms | 8 - 334 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 35.317 ms | 8 - 11 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 24.795 ms | 8 - 8 MB | NPU
| memory_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 10.737 ms | 2 - 285 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Elite Mobile | 10.737 ms | 2 - 285 MB | NPU
| memory_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.758 ms | 2 - 296 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 3.054 ms | 2 - 2 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® X Elite | 6.028 ms | 2 - 2 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.887 ms | 2 - 217 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 11.375 ms | 2 - 344 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 37.721 ms | 2 - 5 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.803 ms | 1 - 114 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 11.375 ms | 2 - 344 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.252 ms | 2 - 5 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.028 ms | 2 - 2 MB | NPU
| memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.212 ms | 1 - 296 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 4.212 ms | 1 - 296 MB | NPU
| memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.691 ms | 0 - 298 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 10.191 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® X Elite | 19.855 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 13.454 ms | 2 - 531 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 29.498 ms | 4 - 404 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 44.849 ms | 0 - 316 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.732 ms | 8 - 11 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8775P | 20.808 ms | 0 - 357 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8650P | 20.808 ms | 0 - 357 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8255P | 20.808 ms | 0 - 357 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 29.498 ms | 4 - 404 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 20.881 ms | 8 - 18 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 19.855 ms | 8 - 8 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.58 ms | 4 - 323 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA7255P | 44.849 ms | 0 - 316 MB | NPU
| memory_encoder | QNN_DLC | float | Qualcomm® SA8295P | 23.474 ms | 0 - 366 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.58 ms | 4 - 323 MB | NPU
| memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.221 ms | 4 - 315 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.08 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.697 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.071 ms | 0 - 236 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.907 ms | 0 - 198 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 37.0 ms | 1 - 5 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 11.38 ms | 2 - 168 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.038 ms | 2 - 4 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.696 ms | 2 - 169 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.696 ms | 2 - 169 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.696 ms | 2 - 169 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 7.907 ms | 0 - 198 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.439 ms | 1 - 4 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.697 ms | 2 - 2 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 47.682 ms | 2 - 324 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.471 ms | 1 - 312 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.061 ms | 1 - 173 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 11.38 ms | 2 - 168 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.897 ms | 2 - 183 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 3.061 ms | 1 - 173 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2.598 ms | 1 - 189 MB | NPU
| memory_encoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.471 ms | 1 - 312 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 19.592 ms | 0 - 364 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 37.949 ms | 0 - 321 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 53.245 ms | 0 - 310 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 24.823 ms | 0 - 3 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8775P | 28.711 ms | 0 - 311 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8650P | 28.711 ms | 0 - 311 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8255P | 28.711 ms | 0 - 311 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® QCS8450 | 37.949 ms | 0 - 321 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.135 ms | 0 - 16 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 16.048 ms | 0 - 319 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA7255P | 53.245 ms | 0 - 310 MB | NPU
| memory_encoder | TFLITE | float | Qualcomm® SA8295P | 33.501 ms | 0 - 289 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 16.048 ms | 0 - 319 MB | NPU
| memory_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.939 ms | 0 - 305 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.281 ms | 0 - 254 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 13.376 ms | 1 - 252 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.201 ms | 10 - 52 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 17.743 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.824 ms | 1 - 4 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 10.102 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 10.102 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 10.102 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 13.376 ms | 1 - 252 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.589 ms | 1 - 9 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 70.994 ms | 10 - 236 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 32.376 ms | 10 - 196 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.657 ms | 0 - 237 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA7255P | 17.743 ms | 1 - 228 MB | NPU
| memory_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 12.332 ms | 1 - 231 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 4.657 ms | 0 - 237 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.031 ms | 1 - 241 MB | NPU
| memory_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 32.376 ms | 10 - 196 MB | NPU
| video_decoder | ONNX | float | Snapdragon® X2 Elite | 3.361 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Snapdragon® X Elite | 7.135 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.062 ms | 17 - 278 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 15.432 ms | 17 - 268 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.253 ms | 16 - 20 MB | NPU
| video_decoder | ONNX | float | Qualcomm® QCS8450 | 15.432 ms | 17 - 268 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.283 ms | 16 - 19 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.135 ms | 16 - 16 MB | NPU
| video_decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.987 ms | 3 - 218 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Elite Mobile | 3.987 ms | 3 - 218 MB | NPU
| video_decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.473 ms | 3 - 225 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® X2 Elite | 1.627 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® X Elite | 3.603 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.291 ms | 4 - 221 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.29 ms | 4 - 171 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 14.04 ms | 4 - 7 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.409 ms | 2 - 163 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® QCS8450 | 4.29 ms | 4 - 171 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.565 ms | 4 - 7 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.603 ms | 4 - 4 MB | NPU
| video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.844 ms | 0 - 134 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 1.844 ms | 0 - 134 MB | NPU
| video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.544 ms | 1 - 163 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® X2 Elite | 3.406 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® X Elite | 6.073 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.107 ms | 3 - 249 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.23 ms | 4 - 229 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 13.563 ms | 16 - 239 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.898 ms | 10 - 13 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8775P | 7.17 ms | 16 - 236 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8650P | 7.17 ms | 16 - 236 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8255P | 7.17 ms | 16 - 236 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® QCS8450 | 9.23 ms | 4 - 229 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.957 ms | 16 - 34 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.073 ms | 16 - 16 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.174 ms | 4 - 219 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA7255P | 13.563 ms | 16 - 239 MB | NPU
| video_decoder | QNN_DLC | float | Qualcomm® SA8295P | 8.879 ms | 0 - 200 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.174 ms | 4 - 219 MB | NPU
| video_decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.815 ms | 4 - 201 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.79 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 3.349 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.912 ms | 0 - 115 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.441 ms | 0 - 118 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 11.418 ms | 1 - 7 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 5.447 ms | 4 - 92 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.895 ms | 4 - 120 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 3.538 ms | 4 - 94 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 3.538 ms | 4 - 94 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 3.538 ms | 4 - 94 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 3.441 ms | 0 - 118 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.362 ms | 1 - 7 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.349 ms | 4 - 4 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 12.874 ms | 9 - 286 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 3.459 ms | 4 - 217 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.514 ms | 1 - 94 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA7255P | 5.447 ms | 4 - 92 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 4.039 ms | 4 - 110 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 1.514 ms | 1 - 94 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 1.322 ms | 1 - 114 MB | NPU
| video_decoder | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3.459 ms | 4 - 217 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.041 ms | 0 - 247 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 9.392 ms | 0 - 229 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 13.405 ms | 0 - 216 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.865 ms | 0 - 3 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8775P | 7.224 ms | 0 - 222 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8650P | 7.224 ms | 0 - 222 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8255P | 7.224 ms | 0 - 222 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® QCS8450 | 9.392 ms | 0 - 229 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.944 ms | 0 - 31 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.196 ms | 0 - 215 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA7255P | 13.405 ms | 0 - 216 MB | NPU
| video_decoder | TFLITE | float | Qualcomm® SA8295P | 8.747 ms | 0 - 238 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.196 ms | 0 - 215 MB | NPU
| video_decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.838 ms | 0 - 191 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.902 ms | 0 - 250 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 9.803 ms | 0 - 246 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 40.448 ms | 12 - 59 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 15.367 ms | 0 - 215 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.546 ms | 0 - 28 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8775P | 9.778 ms | 0 - 219 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8650P | 9.778 ms | 0 - 219 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8255P | 9.778 ms | 0 - 219 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 9.803 ms | 0 - 246 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.467 ms | 0 - 14 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 35.113 ms | 12 - 213 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 15.327 ms | 12 - 204 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.877 ms | 0 - 248 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA7255P | 15.367 ms | 0 - 215 MB | NPU
| video_decoder | TFLITE | w8a8 | Qualcomm® SA8295P | 9.27 ms | 0 - 222 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 3.877 ms | 0 - 248 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.381 ms | 0 - 250 MB | NPU
| video_decoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 15.327 ms | 12 - 204 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).