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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 2.45, ONNX Runtime 1.25.0 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.25.0 Download
QNN_DLC float 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® X2 Elite 8.815 ms 200 - 200 MB NPU
encoder ONNX float Snapdragon® X Elite 18.005 ms 137 - 137 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 14.208 ms 56 - 397 MB NPU
encoder ONNX float Snapdragon® 8 Gen 1 Mobile 90.694 ms 55 - 461 MB NPU
encoder ONNX float Qualcomm® QCS8550 (Proxy) 17.969 ms 48 - 52 MB NPU
encoder ONNX float Qualcomm® QCS8450 90.694 ms 55 - 461 MB NPU
encoder ONNX float Snapdragon® 8 Elite Mobile 9.502 ms 46 - 359 MB NPU
encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 7.826 ms 46 - 377 MB NPU
encoder ONNX float Qualcomm® QCS9075 27.078 ms 12 - 69 MB NPU
encoder ONNX float Qualcomm® QCS8750 9.502 ms 46 - 359 MB NPU
encoder ONNX float Qualcomm® QCS7181 18.005 ms 137 - 137 MB NPU
encoder ONNX w8a8 Snapdragon® X2 Elite 3.172 ms 210 - 210 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 8.286 ms 179 - 179 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.334 ms 1 - 290 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2254.343 ms 4 - 313 MB NPU
encoder ONNX w8a8 Qualcomm® QCS6490 3161.085 ms 3 - 48 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 7.866 ms 9 - 22 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8450 2254.343 ms 4 - 313 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.063 ms 2 - 277 MB NPU
encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 10.649 ms 14 - 270 MB NPU
encoder ONNX w8a8 Qualcomm® QCM6690 50.02 ms 5 - 254 MB NPU
encoder ONNX w8a8 Qualcomm® QCS9075 8.45 ms 9 - 58 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.47 ms 12 - 273 MB NPU
encoder ONNX w8a8 Qualcomm® QCS7790 10.649 ms 14 - 270 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8750 4.47 ms 12 - 273 MB NPU
encoder ONNX w8a8 Qualcomm® QCS7181 8.286 ms 179 - 179 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 10.366 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 23.942 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.695 ms 0 - 336 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 99.777 ms 10 - 420 MB NPU
encoder QNN_DLC float Qualcomm® QCS8275 68.796 ms 0 - 259 MB NPU
encoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 23.356 ms 4 - 6 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 99.777 ms 10 - 420 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Mobile 11.672 ms 12 - 290 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 53.644 ms 0 - 336 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.78 ms 2 - 303 MB NPU
encoder QNN_DLC float Qualcomm® SA7255P 68.796 ms 0 - 259 MB NPU
encoder QNN_DLC float Qualcomm® QCS9075 33.744 ms 12 - 46 MB NPU
encoder QNN_DLC float Qualcomm® QCS8750 11.672 ms 12 - 290 MB NPU
encoder QNN_DLC float Qualcomm® QCS7181 23.942 ms 12 - 12 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.379 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.562 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.37 ms 3 - 304 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2268.244 ms 3 - 327 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS6490 3209.718 ms 3 - 12 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8275 20.181 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 10.854 ms 3 - 11 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 2268.244 ms 3 - 327 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.783 ms 3 - 268 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 11.417 ms 3 - 264 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCM6690 88.26 ms 5 - 237 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS9075 13.24 ms 1 - 11 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA7255P 20.181 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 4.532 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2132.445 ms 1 - 280 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS7790 11.417 ms 3 - 264 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8750 4.532 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS7181 11.562 ms 3 - 3 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 16.704 ms 20 - 370 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 99.473 ms 0 - 418 MB NPU
encoder TFLITE float Qualcomm® QCS8275 68.799 ms 20 - 287 MB NPU
encoder TFLITE float Qualcomm® QCS8550 (Proxy) 23.073 ms 20 - 23 MB NPU
encoder TFLITE float Qualcomm® QCS8450 99.473 ms 0 - 418 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Mobile 11.644 ms 19 - 306 MB NPU
encoder TFLITE float Qualcomm® SA8295P 53.519 ms 20 - 365 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 8.83 ms 20 - 322 MB NPU
encoder TFLITE float Qualcomm® SA7255P 68.799 ms 20 - 287 MB NPU
encoder TFLITE float Qualcomm® QCS9075 33.861 ms 0 - 46 MB NPU
encoder TFLITE float Qualcomm® QCS8750 11.644 ms 19 - 306 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.808 ms 4 - 301 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2255.058 ms 2 - 326 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS6490 3249.978 ms 0 - 23 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8275 13.742 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 7.01 ms 5 - 7 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 2255.058 ms 2 - 326 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.648 ms 0 - 262 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.187 ms 4 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCM6690 69.22 ms 5 - 236 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS9075 7.917 ms 4 - 20 MB NPU
encoder TFLITE w8a8 Qualcomm® SA7255P 13.742 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 2.978 ms 3 - 248 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2107.898 ms 1 - 281 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS7790 8.187 ms 4 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8750 2.978 ms 3 - 248 MB NPU
memory_encoder ONNX float Snapdragon® X2 Elite 10.461 ms 205 - 205 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 24.954 ms 141 - 141 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 19.714 ms 8 - 437 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 40.033 ms 8 - 324 MB NPU
memory_encoder ONNX float Qualcomm® QCS8550 (Proxy) 25.067 ms 8 - 18 MB NPU
memory_encoder ONNX float Qualcomm® QCS8450 40.033 ms 8 - 324 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Mobile 10.796 ms 0 - 284 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 9.729 ms 2 - 291 MB NPU
memory_encoder ONNX float Qualcomm® QCS9075 26.201 ms 8 - 53 MB NPU
memory_encoder ONNX float Qualcomm® QCS8750 10.796 ms 0 - 284 MB NPU
memory_encoder ONNX float Qualcomm® QCS7181 24.954 ms 141 - 141 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X2 Elite 2.984 ms 211 - 211 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 6.15 ms 180 - 180 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.902 ms 1 - 205 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 11.32 ms 2 - 333 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS6490 19.691 ms 0 - 47 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 5.815 ms 1 - 6 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8450 11.32 ms 2 - 333 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.693 ms 0 - 294 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 7.092 ms 2 - 280 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCM6690 33.519 ms 2 - 323 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS9075 7.34 ms 1 - 47 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.23 ms 2 - 298 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS7790 7.092 ms 2 - 280 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8750 4.23 ms 2 - 298 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS7181 6.15 ms 180 - 180 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 10.247 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 19.818 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 13.424 ms 2 - 533 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 29.667 ms 4 - 404 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8275 44.867 ms 2 - 317 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 18.829 ms 8 - 17 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 29.667 ms 4 - 404 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 10.598 ms 0 - 319 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 23.505 ms 0 - 366 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 9.185 ms 3 - 314 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA7255P 44.867 ms 2 - 317 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS9075 26.708 ms 10 - 20 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8750 10.598 ms 0 - 319 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS7181 19.818 ms 8 - 8 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.036 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.749 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 4.092 ms 0 - 240 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.91 ms 0 - 199 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS6490 18.217 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8275 11.379 ms 2 - 167 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 6.051 ms 2 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 7.91 ms 0 - 199 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.594 ms 1 - 189 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 7.418 ms 1 - 352 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCM6690 47.733 ms 2 - 323 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS9075 7.05 ms 2 - 6 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA7255P 11.379 ms 2 - 167 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 3.103 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 7.969 ms 2 - 182 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS7790 7.418 ms 1 - 352 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8750 3.103 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS7181 6.749 ms 2 - 2 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 19.641 ms 0 - 485 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 38.033 ms 0 - 329 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8275 53.142 ms 0 - 315 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8550 (Proxy) 24.705 ms 0 - 21 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 38.033 ms 0 - 329 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Mobile 13.526 ms 0 - 316 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 30.196 ms 0 - 286 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.832 ms 0 - 315 MB NPU
memory_encoder TFLITE float Qualcomm® SA7255P 53.142 ms 0 - 315 MB NPU
memory_encoder TFLITE float Qualcomm® QCS9075 26.855 ms 0 - 16 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8750 13.526 ms 0 - 316 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.405 ms 1 - 253 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 13.255 ms 1 - 257 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS6490 105.093 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8275 17.78 ms 1 - 227 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 8.851 ms 1 - 3 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 13.255 ms 1 - 257 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.979 ms 1 - 240 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.642 ms 10 - 195 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCM6690 70.637 ms 10 - 235 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS9075 12.312 ms 1 - 9 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA7255P 17.78 ms 1 - 227 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 4.737 ms 1 - 222 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 12.283 ms 1 - 230 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS7790 32.642 ms 10 - 195 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8750 4.737 ms 1 - 222 MB NPU
video_decoder ONNX float Snapdragon® X2 Elite 3.395 ms 196 - 196 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.423 ms 165 - 165 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.089 ms 17 - 270 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 1 Mobile 15.41 ms 17 - 259 MB NPU
video_decoder ONNX float Qualcomm® QCS8550 (Proxy) 7.233 ms 16 - 20 MB NPU
video_decoder ONNX float Qualcomm® QCS8450 15.41 ms 17 - 259 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Mobile 3.998 ms 1 - 216 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.487 ms 3 - 220 MB NPU
video_decoder ONNX float Qualcomm® QCS9075 8.835 ms 16 - 61 MB NPU
video_decoder ONNX float Qualcomm® QCS8750 3.998 ms 1 - 216 MB NPU
video_decoder ONNX float Qualcomm® QCS7181 7.423 ms 165 - 165 MB NPU
video_decoder ONNX w8a8 Snapdragon® X2 Elite 1.634 ms 209 - 209 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 3.622 ms 178 - 178 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.298 ms 4 - 215 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 4.288 ms 4 - 160 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS6490 14.298 ms 4 - 49 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8550 (Proxy) 3.472 ms 1 - 13 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8450 4.288 ms 4 - 160 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.542 ms 0 - 156 MB NPU
video_decoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 4.218 ms 4 - 301 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCM6690 19.506 ms 2 - 255 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS9075 4.097 ms 0 - 49 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Mobile 1.85 ms 0 - 130 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS7790 4.218 ms 4 - 301 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8750 1.85 ms 0 - 130 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS7181 3.622 ms 178 - 178 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.327 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.195 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.062 ms 3 - 248 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.172 ms 2 - 227 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8275 13.509 ms 16 - 238 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8550 (Proxy) 5.905 ms 16 - 25 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 9.172 ms 2 - 227 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Mobile 3.172 ms 4 - 220 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 8.821 ms 0 - 201 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.81 ms 4 - 201 MB NPU
video_decoder QNN_DLC float Qualcomm® SA7255P 13.509 ms 16 - 238 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS9075 7.193 ms 16 - 34 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8750 3.172 ms 4 - 220 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS7181 6.195 ms 16 - 16 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.763 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.352 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.924 ms 4 - 122 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.47 ms 0 - 116 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS6490 10.429 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8275 5.536 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 2.885 ms 4 - 6 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 3.47 ms 0 - 116 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.315 ms 1 - 115 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.468 ms 4 - 218 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCM6690 13.616 ms 4 - 280 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS9075 3.327 ms 0 - 6 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA7255P 5.536 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.525 ms 1 - 93 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 4.06 ms 4 - 91 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS7790 3.468 ms 4 - 218 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8750 1.525 ms 1 - 93 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS7181 3.352 ms 4 - 4 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.043 ms 0 - 246 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 1 Mobile 9.385 ms 0 - 231 MB NPU
video_decoder TFLITE float Qualcomm® QCS8275 13.387 ms 0 - 215 MB NPU
video_decoder TFLITE float Qualcomm® QCS8550 (Proxy) 5.936 ms 0 - 8 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 9.385 ms 0 - 231 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Mobile 3.244 ms 0 - 208 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.719 ms 0 - 238 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.831 ms 0 - 193 MB NPU
video_decoder TFLITE float Qualcomm® SA7255P 13.387 ms 0 - 215 MB NPU
video_decoder TFLITE float Qualcomm® QCS9075 7.237 ms 0 - 31 MB NPU
video_decoder TFLITE float Qualcomm® QCS8750 3.244 ms 0 - 208 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.928 ms 0 - 249 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 9.759 ms 0 - 247 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS6490 33.723 ms 14 - 61 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8275 15.417 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 7.527 ms 0 - 33 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 9.759 ms 0 - 247 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.374 ms 0 - 249 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.013 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCM6690 35.165 ms 13 - 213 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS9075 9.745 ms 0 - 14 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA7255P 15.417 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 3.896 ms 0 - 246 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 9.273 ms 0 - 222 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS7790 15.013 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8750 3.896 ms 0 - 246 MB NPU

License

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

References

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Paper for qualcomm/EdgeTAM