--- 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/v0.64.0/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 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.64.0/edgetam-onnx-float.zip) | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.64.0/edgetam-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/edgetam/releases/v0.64.0/edgetam-qnn_dlc-float.zip) | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.64.0/edgetam-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/edgetam/releases/v0.64.0/edgetam-tflite-float.zip) | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/edgetam/releases/v0.64.0/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/v0.64.0/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/v0.64.0/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® 8 Elite Gen 5 For Galaxy Mobile | 7.985 ms | 42 - 358 MB | NPU | encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 9.393 ms | 46 - 290 MB | NPU | encoder | ONNX | float | Snapdragon® X2 Elite | 8.647 ms | 70 - 70 MB | NPU | encoder | ONNX | float | Snapdragon® X Elite | 19.464 ms | 70 - 70 MB | NPU | encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 13.507 ms | 0 - 353 MB | NPU | encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 83.076 ms | 1 - 389 MB | NPU | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 22.798 ms | 12 - 28 MB | NPU | encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.145 ms | 38 - 55 MB | NPU | encoder | ONNX | float | Qualcomm® QCS8450 | 83.076 ms | 1 - 389 MB | NPU | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 23.178 ms | 12 - 27 MB | NPU | encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 19.464 ms | 70 - 70 MB | NPU | encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 9.393 ms | 46 - 290 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.147 ms | 2 - 274 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.662 ms | 14 - 270 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 4.803 ms | 18 - 18 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® X Elite | 8.01 ms | 18 - 18 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.13 ms | 17 - 313 MB | NPU | encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1960.937 ms | 4 - 321 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 7.406 ms | 16 - 20 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.717 ms | 14 - 20 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 1960.937 ms | 4 - 321 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 8.341 ms | 16 - 19 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 8.01 ms | 18 - 18 MB | NPU | encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.662 ms | 14 - 270 MB | NPU | encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.083 ms | 11 - 285 MB | NPU | encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.914 ms | 0 - 254 MB | NPU | encoder | QNN_DLC | float | Snapdragon® X2 Elite | 9.797 ms | 12 - 12 MB | NPU | encoder | QNN_DLC | float | Snapdragon® X Elite | 22.704 ms | 12 - 12 MB | NPU | encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 15.628 ms | 7 - 331 MB | NPU | encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 90.609 ms | 2 - 386 MB | NPU | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 26.346 ms | 12 - 47 MB | NPU | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 21.995 ms | 12 - 14 MB | NPU | encoder | QNN_DLC | float | Qualcomm® SA8775P | 26.445 ms | 0 - 243 MB | NPU | encoder | QNN_DLC | float | Qualcomm® SA8650P | 26.445 ms | 0 - 243 MB | NPU | encoder | QNN_DLC | float | Qualcomm® SA8255P | 26.445 ms | 0 - 243 MB | NPU | encoder | QNN_DLC | float | Qualcomm® QCS8450 | 90.609 ms | 2 - 386 MB | NPU | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 27.573 ms | 12 - 46 MB | NPU | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 22.704 ms | 12 - 12 MB | NPU | encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.914 ms | 0 - 254 MB | NPU | encoder | QNN_DLC | float | Qualcomm® SA8295P | 56.151 ms | 0 - 309 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.763 ms | 3 - 256 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.506 ms | 3 - 241 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 4.264 ms | 3 - 3 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 11.258 ms | 3 - 3 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.055 ms | 3 - 288 MB | NPU | encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1970.047 ms | 3 - 312 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 2794.982 ms | 3 - 13 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 9.935 ms | 2 - 13 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.522 ms | 3 - 5 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 11.313 ms | 3 - 247 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 11.313 ms | 3 - 247 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 11.313 ms | 3 - 247 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1970.047 ms | 3 - 312 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.02 ms | 1 - 11 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 11.258 ms | 3 - 3 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 102.377 ms | 5 - 228 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.506 ms | 3 - 241 MB | NPU | encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2154.834 ms | 3 - 270 MB | NPU | encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.11 ms | 20 - 296 MB | NPU | encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.879 ms | 18 - 281 MB | NPU | encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 16.033 ms | 19 - 348 MB | NPU | encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 90.679 ms | 20 - 408 MB | NPU | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 26.343 ms | 0 - 47 MB | NPU | encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 22.096 ms | 20 - 35 MB | NPU | encoder | TFLITE | float | Qualcomm® SA8775P | 26.51 ms | 20 - 271 MB | NPU | encoder | TFLITE | float | Qualcomm® SA8650P | 26.51 ms | 20 - 271 MB | NPU | encoder | TFLITE | float | Qualcomm® SA8255P | 26.51 ms | 20 - 271 MB | NPU | encoder | TFLITE | float | Qualcomm® QCS8450 | 90.679 ms | 20 - 408 MB | NPU | encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 27.685 ms | 0 - 46 MB | NPU | encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 10.879 ms | 18 - 281 MB | NPU | encoder | TFLITE | float | Qualcomm® SA8295P | 56.247 ms | 20 - 337 MB | NPU | encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.621 ms | 0 - 249 MB | NPU | encoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.023 ms | 4 - 236 MB | NPU | encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 4.5 ms | 5 - 289 MB | NPU | encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 2049.393 ms | 0 - 308 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 2812.7 ms | 0 - 24 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 6.629 ms | 5 - 23 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.756 ms | 5 - 8 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 7.579 ms | 5 - 247 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 7.579 ms | 5 - 247 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 7.579 ms | 5 - 247 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 2049.393 ms | 0 - 308 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 7.29 ms | 4 - 21 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 68.889 ms | 4 - 224 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.207 ms | 4 - 245 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.023 ms | 4 - 236 MB | NPU | encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 2177.775 ms | 0 - 266 MB | NPU | encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.207 ms | 4 - 245 MB | NPU | memory_encoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 11.191 ms | 2 - 255 MB | NPU | memory_encoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.669 ms | 0 - 246 MB | NPU | memory_encoder | ONNX | float | Snapdragon® X2 Elite | 11.812 ms | 9 - 9 MB | NPU | memory_encoder | ONNX | float | Snapdragon® X Elite | 23.662 ms | 8 - 8 MB | NPU | memory_encoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.449 ms | 8 - 304 MB | NPU | memory_encoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 27.225 ms | 8 - 298 MB | NPU | memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 24.083 ms | 8 - 12 MB | NPU | memory_encoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.661 ms | 8 - 10 MB | NPU | memory_encoder | ONNX | float | Qualcomm® QCS8450 | 27.225 ms | 8 - 298 MB | NPU | memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 26.933 ms | 8 - 11 MB | NPU | memory_encoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.662 ms | 8 - 8 MB | NPU | memory_encoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 10.669 ms | 0 - 246 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.55 ms | 0 - 270 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.787 ms | 0 - 263 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® X2 Elite | 2.806 ms | 2 - 2 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® X Elite | 5.947 ms | 1 - 1 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.791 ms | 2 - 178 MB | NPU | memory_encoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.794 ms | 2 - 293 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.371 ms | 2 - 6 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.578 ms | 1 - 93 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® QCS8450 | 6.794 ms | 2 - 293 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.056 ms | 2 - 5 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.947 ms | 1 - 1 MB | NPU | memory_encoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.787 ms | 0 - 263 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.167 ms | 4 - 248 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.575 ms | 4 - 269 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® X2 Elite | 9.092 ms | 8 - 8 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® X Elite | 23.808 ms | 8 - 8 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 17.12 ms | 0 - 303 MB | NPU | memory_encoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 24.44 ms | 4 - 281 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 23.998 ms | 8 - 19 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.899 ms | 8 - 10 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® SA8775P | 19.938 ms | 0 - 249 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® SA8650P | 19.938 ms | 0 - 249 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® SA8255P | 19.938 ms | 0 - 249 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® QCS8450 | 24.44 ms | 4 - 281 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 20.255 ms | 8 - 18 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 23.808 ms | 8 - 8 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.575 ms | 4 - 269 MB | NPU | memory_encoder | QNN_DLC | float | Qualcomm® SA8295P | 25.0 ms | 0 - 240 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.797 ms | 1 - 145 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.99 ms | 1 - 137 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 3.366 ms | 2 - 2 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 6.396 ms | 2 - 2 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.928 ms | 0 - 164 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 7.263 ms | 0 - 172 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 24.829 ms | 3 - 7 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.451 ms | 1 - 6 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.85 ms | 2 - 4 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 6.496 ms | 2 - 140 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 6.496 ms | 2 - 140 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 6.496 ms | 2 - 140 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 7.263 ms | 0 - 172 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 6.271 ms | 1 - 5 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 6.396 ms | 2 - 2 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 28.848 ms | 2 - 299 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.99 ms | 1 - 137 MB | NPU | memory_encoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 7.644 ms | 2 - 143 MB | NPU | memory_encoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 11.326 ms | 0 - 270 MB | NPU | memory_encoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.854 ms | 0 - 263 MB | NPU | memory_encoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.459 ms | 0 - 300 MB | NPU | memory_encoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 25.898 ms | 0 - 275 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 24.168 ms | 0 - 17 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.758 ms | 0 - 3 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® SA8775P | 22.046 ms | 0 - 257 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® SA8650P | 22.046 ms | 0 - 257 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® SA8255P | 22.046 ms | 0 - 257 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® QCS8450 | 25.898 ms | 0 - 275 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 22.627 ms | 0 - 17 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 10.854 ms | 0 - 263 MB | NPU | memory_encoder | TFLITE | float | Qualcomm® SA8295P | 26.179 ms | 0 - 239 MB | NPU | memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.825 ms | 1 - 254 MB | NPU | memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.409 ms | 1 - 245 MB | NPU | memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 5.86 ms | 1 - 276 MB | NPU | memory_encoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 10.418 ms | 1 - 273 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 105.725 ms | 10 - 52 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.38 ms | 1 - 11 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.222 ms | 1 - 6 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® SA8775P | 9.528 ms | 1 - 243 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® SA8650P | 9.528 ms | 1 - 243 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® SA8255P | 9.528 ms | 1 - 243 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 10.418 ms | 1 - 273 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.048 ms | 0 - 9 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 69.791 ms | 10 - 217 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 32.375 ms | 10 - 222 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 4.409 ms | 1 - 245 MB | NPU | memory_encoder | TFLITE | w8a8 | Qualcomm® SA8295P | 11.314 ms | 1 - 247 MB | NPU | memory_encoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 32.375 ms | 10 - 222 MB | NPU | video_decoder | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.399 ms | 3 - 239 MB | NPU | video_decoder | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.086 ms | 1 - 222 MB | NPU | video_decoder | ONNX | float | Snapdragon® X2 Elite | 3.612 ms | 16 - 16 MB | NPU | video_decoder | ONNX | float | Snapdragon® X Elite | 7.311 ms | 16 - 16 MB | NPU | video_decoder | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.163 ms | 17 - 272 MB | NPU | video_decoder | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 9.949 ms | 17 - 289 MB | NPU | video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 7.841 ms | 16 - 20 MB | NPU | video_decoder | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.103 ms | 16 - 151 MB | NPU | video_decoder | ONNX | float | Qualcomm® QCS8450 | 9.949 ms | 17 - 289 MB | NPU | video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.223 ms | 16 - 19 MB | NPU | video_decoder | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 7.311 ms | 16 - 16 MB | NPU | video_decoder | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.086 ms | 1 - 222 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.667 ms | 0 - 141 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.971 ms | 0 - 123 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® X2 Elite | 1.759 ms | 4 - 4 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® X Elite | 3.737 ms | 4 - 4 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2.415 ms | 4 - 160 MB | NPU | video_decoder | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 4.217 ms | 4 - 150 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.7 ms | 4 - 8 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.572 ms | 2 - 8 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® QCS8450 | 4.217 ms | 4 - 150 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.153 ms | 4 - 7 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.737 ms | 4 - 4 MB | NPU | video_decoder | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.971 ms | 0 - 123 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.648 ms | 4 - 196 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.079 ms | 4 - 193 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® X2 Elite | 3.24 ms | 16 - 16 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® X Elite | 6.199 ms | 16 - 16 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.22 ms | 2 - 215 MB | NPU | video_decoder | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.06 ms | 4 - 216 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.697 ms | 16 - 35 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.845 ms | 16 - 103 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® SA8775P | 7.094 ms | 16 - 200 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® SA8650P | 7.094 ms | 16 - 200 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® SA8255P | 7.094 ms | 16 - 200 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® QCS8450 | 8.06 ms | 4 - 216 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.874 ms | 16 - 34 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.199 ms | 16 - 16 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.079 ms | 4 - 193 MB | NPU | video_decoder | QNN_DLC | float | Qualcomm® SA8295P | 8.62 ms | 0 - 188 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.169 ms | 1 - 115 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 1.362 ms | 1 - 90 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 1.578 ms | 4 - 4 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® X Elite | 3.007 ms | 4 - 4 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.779 ms | 0 - 111 MB | NPU | video_decoder | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3.151 ms | 0 - 113 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 7.692 ms | 3 - 9 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.811 ms | 1 - 8 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.683 ms | 4 - 46 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8775P | 3.334 ms | 4 - 95 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8650P | 3.334 ms | 4 - 95 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8255P | 3.334 ms | 4 - 95 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 3.151 ms | 0 - 113 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3.167 ms | 4 - 10 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 3.007 ms | 4 - 4 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 12.295 ms | 4 - 205 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 1.362 ms | 1 - 90 MB | NPU | video_decoder | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.661 ms | 4 - 92 MB | NPU | video_decoder | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.671 ms | 0 - 190 MB | NPU | video_decoder | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.105 ms | 0 - 182 MB | NPU | video_decoder | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.126 ms | 0 - 219 MB | NPU | video_decoder | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.085 ms | 0 - 216 MB | NPU | video_decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 6.572 ms | 0 - 32 MB | NPU | video_decoder | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.88 ms | 0 - 8 MB | NPU | video_decoder | TFLITE | float | Qualcomm® SA8775P | 7.125 ms | 0 - 186 MB | NPU | video_decoder | TFLITE | float | Qualcomm® SA8650P | 7.125 ms | 0 - 186 MB | NPU | video_decoder | TFLITE | float | Qualcomm® SA8255P | 7.125 ms | 0 - 186 MB | NPU | video_decoder | TFLITE | float | Qualcomm® QCS8450 | 8.085 ms | 0 - 216 MB | NPU | video_decoder | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.866 ms | 0 - 31 MB | NPU | video_decoder | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.105 ms | 0 - 182 MB | NPU | video_decoder | TFLITE | float | Qualcomm® SA8295P | 8.735 ms | 0 - 192 MB | NPU | video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.33 ms | 0 - 299 MB | NPU | video_decoder | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 3.988 ms | 0 - 205 MB | NPU | video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.274 ms | 0 - 232 MB | NPU | video_decoder | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 10.124 ms | 0 - 229 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 34.645 ms | 12 - 59 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 8.455 ms | 0 - 15 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.378 ms | 0 - 32 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® SA8775P | 9.988 ms | 0 - 203 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® SA8650P | 9.988 ms | 0 - 203 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® SA8255P | 9.988 ms | 0 - 203 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® QCS8450 | 10.124 ms | 0 - 229 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 9.722 ms | 0 - 15 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 34.518 ms | 12 - 191 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 15.031 ms | 12 - 205 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 3.988 ms | 0 - 205 MB | NPU | video_decoder | TFLITE | w8a8 | Qualcomm® SA8295P | 10.918 ms | 0 - 206 MB | NPU | video_decoder | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 15.031 ms | 12 - 205 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).