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EdgeTAM

Image Segmentation
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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. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up 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 2.42, ONNX Runtime 1.25.0 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.25.0 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit EdgeTAM on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models 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 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® 8 Elite Gen 5 Mobile 7.648 ms 54 - 389 MB NPU
encoder ONNX float Snapdragon® X Elite 17.983 ms 169 - 169 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 12.956 ms 56 - 407 MB NPU
encoder ONNX float Qualcomm® QCS8550 (Proxy) 17.998 ms 38 - 56 MB NPU
encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 9.532 ms 45 - 357 MB NPU
encoder ONNX float Qualcomm® QCS9075 28.332 ms 12 - 69 MB NPU
encoder ONNX float Qualcomm® QCS8750 9.532 ms 45 - 357 MB NPU
encoder ONNX float Qualcomm® QCS7181 17.983 ms 169 - 169 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.751 ms 15 - 288 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 8.262 ms 178 - 178 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.4 ms 14 - 319 MB NPU
encoder ONNX w8a8 Qualcomm® QCS6490 483.913 ms 202 - 213 MB CPU
encoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 7.979 ms 7 - 53 MB NPU
encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 301.659 ms 206 - 219 MB CPU
encoder ONNX w8a8 Qualcomm® QCM6690 320.933 ms 205 - 217 MB CPU
encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.539 ms 11 - 270 MB NPU
encoder ONNX w8a8 Qualcomm® QCS9075 9.038 ms 10 - 58 MB NPU
encoder ONNX w8a8 Qualcomm® QCS7790 301.659 ms 206 - 219 MB CPU
encoder ONNX w8a8 Qualcomm® QCS8750 4.539 ms 11 - 270 MB NPU
encoder ONNX w8a8 Qualcomm® QCS7181 8.262 ms 178 - 178 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.768 ms 0 - 297 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 10.403 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 23.921 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.808 ms 11 - 347 MB NPU
encoder QNN_DLC float Qualcomm® QCS8275 68.779 ms 0 - 259 MB NPU
encoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 23.322 ms 12 - 14 MB NPU
encoder QNN_DLC float Qualcomm® SA8775P 27.472 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8650P 27.472 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8255P 27.472 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 (Proxy) 99.427 ms 12 - 419 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 53.608 ms 0 - 335 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 11.67 ms 12 - 288 MB NPU
encoder QNN_DLC float Qualcomm® SA7255P 68.779 ms 0 - 259 MB NPU
encoder QNN_DLC float Qualcomm® QCS9075 34.248 ms 12 - 46 MB NPU
encoder QNN_DLC float Qualcomm® QCS8750 11.67 ms 12 - 288 MB NPU
encoder QNN_DLC float Qualcomm® QCS7181 23.921 ms 12 - 12 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.749 ms 3 - 265 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.319 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.615 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.355 ms 3 - 302 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS6490 3191.851 ms 3 - 13 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8275 20.141 ms 3 - 261 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 10.865 ms 3 - 160 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8775P 11.556 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8650P 11.556 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8255P 11.556 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA7255P 20.141 ms 3 - 261 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 11.472 ms 3 - 264 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2108.005 ms 1 - 281 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCM6690 92.393 ms 10 - 243 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.536 ms 3 - 253 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS9075 11.843 ms 1 - 11 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 2271.77 ms 3 - 328 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS7790 11.472 ms 3 - 264 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8750 4.536 ms 3 - 253 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS7181 11.615 ms 3 - 3 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 8.77 ms 20 - 325 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 16.845 ms 45 - 394 MB NPU
encoder TFLITE float Qualcomm® QCS8275 68.742 ms 20 - 287 MB NPU
encoder TFLITE float Qualcomm® QCS8550 (Proxy) 23.188 ms 20 - 23 MB NPU
encoder TFLITE float Qualcomm® SA8775P 27.632 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8650P 27.632 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8255P 27.632 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® QCS8450 (Proxy) 99.69 ms 0 - 423 MB NPU
encoder TFLITE float Qualcomm® SA8295P 53.553 ms 20 - 363 MB NPU
encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 11.653 ms 4 - 285 MB NPU
encoder TFLITE float Qualcomm® SA7255P 68.742 ms 20 - 287 MB NPU
encoder TFLITE float Qualcomm® QCS9075 34.234 ms 0 - 46 MB NPU
encoder TFLITE float Qualcomm® QCS8750 11.653 ms 4 - 285 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.627 ms 0 - 263 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.811 ms 4 - 304 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS6490 3158.598 ms 4 - 28 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8275 13.707 ms 0 - 255 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 7.041 ms 5 - 7 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8775P 7.865 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8650P 7.865 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8255P 7.865 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA7255P 13.707 ms 0 - 255 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.324 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2102.594 ms 2 - 282 MB NPU
encoder TFLITE w8a8 Qualcomm® QCM6690 79.016 ms 5 - 235 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.979 ms 4 - 250 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS9075 8.098 ms 4 - 20 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 2265.848 ms 2 - 327 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS7790 8.324 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8750 2.979 ms 4 - 250 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 14.671 ms 8 - 480 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 25.315 ms 173 - 173 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 20.672 ms 8 - 820 MB NPU
memory_encoder ONNX float Qualcomm® QCS8550 (Proxy) 26.018 ms 1 - 38 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 16.186 ms 0 - 483 MB NPU
memory_encoder ONNX float Qualcomm® QCS9075 27.507 ms 8 - 53 MB NPU
memory_encoder ONNX float Qualcomm® QCS8750 16.186 ms 0 - 483 MB NPU
memory_encoder ONNX float Qualcomm® QCS7181 25.315 ms 173 - 173 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.6 ms 2 - 358 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 10.27 ms 147 - 147 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 6.594 ms 2 - 471 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS6490 182.687 ms 112 - 117 MB CPU
memory_encoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 9.813 ms 0 - 184 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 87.439 ms 115 - 124 MB CPU
memory_encoder ONNX w8a8 Qualcomm® QCM6690 91.906 ms 105 - 114 MB CPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 5.913 ms 2 - 355 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS9075 14.481 ms 0 - 47 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS7790 87.439 ms 115 - 124 MB CPU
memory_encoder ONNX w8a8 Qualcomm® QCS8750 5.913 ms 2 - 355 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS7181 10.27 ms 147 - 147 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 9.145 ms 3 - 309 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 10.146 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 19.958 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 13.398 ms 3 - 532 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8275 44.889 ms 1 - 316 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 18.702 ms 8 - 40 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8775P 20.829 ms 1 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8650P 20.829 ms 1 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8255P 20.829 ms 1 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 (Proxy) 29.548 ms 4 - 406 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 23.48 ms 0 - 366 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.619 ms 4 - 323 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA7255P 44.889 ms 1 - 316 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS9075 26.068 ms 8 - 18 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8750 10.619 ms 4 - 323 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS7181 19.958 ms 8 - 8 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.59 ms 0 - 193 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.151 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.769 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 4.089 ms 0 - 237 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS6490 18.367 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8275 11.408 ms 2 - 169 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 6.098 ms 2 - 102 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8775P 6.781 ms 2 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8650P 6.781 ms 2 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8255P 6.781 ms 2 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA7255P 11.408 ms 2 - 169 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 7.453 ms 2 - 322 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 8.023 ms 1 - 182 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCM6690 53.271 ms 2 - 343 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.124 ms 1 - 182 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS9075 7.131 ms 0 - 4 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 7.981 ms 0 - 207 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS7790 7.453 ms 2 - 322 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8750 3.124 ms 1 - 182 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS7181 6.769 ms 2 - 2 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.771 ms 0 - 309 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 19.502 ms 0 - 491 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8275 52.931 ms 0 - 316 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8550 (Proxy) 24.678 ms 0 - 4 MB NPU
memory_encoder TFLITE float Qualcomm® SA8775P 28.709 ms 0 - 324 MB NPU
memory_encoder TFLITE float Qualcomm® SA8650P 28.709 ms 0 - 324 MB NPU
memory_encoder TFLITE float Qualcomm® SA8255P 28.709 ms 0 - 324 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 (Proxy) 39.915 ms 0 - 331 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 30.159 ms 0 - 286 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 13.627 ms 0 - 315 MB NPU
memory_encoder TFLITE float Qualcomm® SA7255P 52.931 ms 0 - 316 MB NPU
memory_encoder TFLITE float Qualcomm® QCS9075 26.154 ms 0 - 16 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8750 13.627 ms 0 - 315 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.962 ms 1 - 239 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.3 ms 1 - 252 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS6490 101.297 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8275 17.728 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 8.887 ms 1 - 50 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8775P 10.073 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8650P 10.073 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8255P 10.073 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA7255P 17.728 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.53 ms 10 - 196 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 12.345 ms 1 - 231 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCM6690 70.866 ms 10 - 234 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.652 ms 1 - 236 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS9075 12.156 ms 1 - 9 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 13.32 ms 1 - 255 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS7790 32.53 ms 10 - 196 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8750 4.652 ms 1 - 236 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.38 ms 14 - 253 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.274 ms 165 - 165 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.082 ms 16 - 289 MB NPU
video_decoder ONNX float Qualcomm® QCS8550 (Proxy) 7.207 ms 16 - 45 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.99 ms 3 - 237 MB NPU
video_decoder ONNX float Qualcomm® QCS9075 8.77 ms 16 - 61 MB NPU
video_decoder ONNX float Qualcomm® QCS8750 3.99 ms 3 - 237 MB NPU
video_decoder ONNX float Qualcomm® QCS7181 7.274 ms 165 - 165 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 5.594 ms 4 - 281 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 13.263 ms 177 - 177 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 9.707 ms 4 - 291 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS6490 140.11 ms 47 - 68 MB CPU
video_decoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 13.362 ms 1 - 39 MB NPU
video_decoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 51.152 ms 51 - 71 MB CPU
video_decoder ONNX w8a8 Qualcomm® QCM6690 58.598 ms 34 - 57 MB CPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 7.114 ms 1 - 247 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS9075 14.888 ms 0 - 49 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS7790 51.152 ms 51 - 71 MB CPU
video_decoder ONNX w8a8 Qualcomm® QCS8750 7.114 ms 1 - 247 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS7181 13.263 ms 177 - 177 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.959 ms 4 - 199 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.437 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.568 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.24 ms 3 - 222 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8275 13.999 ms 16 - 208 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 6.279 ms 16 - 119 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8775P 7.614 ms 16 - 208 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8650P 7.614 ms 16 - 208 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8255P 7.614 ms 16 - 208 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 (Proxy) 10.304 ms 4 - 233 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 9.546 ms 0 - 227 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 3.363 ms 4 - 197 MB NPU
video_decoder QNN_DLC float Qualcomm® SA7255P 13.999 ms 16 - 208 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS9075 7.808 ms 18 - 36 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8750 3.363 ms 4 - 197 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS7181 6.568 ms 16 - 16 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.359 ms 0 - 133 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.843 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.425 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 2.03 ms 4 - 120 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS6490 10.246 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8275 5.731 ms 4 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 3.074 ms 4 - 27 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8775P 3.716 ms 4 - 93 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8650P 3.716 ms 4 - 93 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8255P 3.716 ms 4 - 93 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA7255P 5.731 ms 4 - 94 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.614 ms 4 - 220 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 4.213 ms 4 - 97 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCM6690 13.914 ms 4 - 272 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.59 ms 1 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS9075 3.457 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 3.504 ms 0 - 118 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS7790 3.614 ms 4 - 220 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8750 1.59 ms 1 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS7181 3.425 ms 4 - 4 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.817 ms 0 - 197 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.043 ms 0 - 247 MB NPU
video_decoder TFLITE float Qualcomm® QCS8275 13.348 ms 0 - 215 MB NPU
video_decoder TFLITE float Qualcomm® QCS8550 (Proxy) 5.876 ms 0 - 3 MB NPU
video_decoder TFLITE float Qualcomm® SA8775P 7.228 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8650P 7.228 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8255P 7.228 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 (Proxy) 9.385 ms 0 - 231 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.717 ms 0 - 239 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.196 ms 0 - 208 MB NPU
video_decoder TFLITE float Qualcomm® SA7255P 13.348 ms 0 - 215 MB NPU
video_decoder TFLITE float Qualcomm® QCS9075 7.171 ms 0 - 31 MB NPU
video_decoder TFLITE float Qualcomm® QCS8750 3.196 ms 0 - 208 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.358 ms 0 - 252 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.917 ms 0 - 249 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS6490 33.394 ms 14 - 61 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8275 15.349 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 7.6 ms 0 - 28 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8775P 9.745 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8650P 9.745 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8255P 9.745 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA7255P 15.349 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.187 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 9.308 ms 0 - 222 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCM6690 35.209 ms 12 - 213 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.89 ms 0 - 248 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS9075 9.401 ms 0 - 14 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 10.07 ms 0 - 246 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS7790 15.187 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8750 3.89 ms 0 - 248 MB NPU

License

  • The license for the original implementation of EdgeTAM can be found here.

References

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