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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
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® X2 Elite 8.853 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® X Elite 17.997 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 14.055 ms 56 - 405 MB NPU
encoder ONNX float Snapdragon® 8 Gen 1 Mobile 91.226 ms 1 - 414 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 17.989 ms 41 - 63 MB NPU
encoder ONNX float Qualcomm® QCS8450 91.226 ms 1 - 414 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 23.303 ms 12 - 15 MB NPU
encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 7.981 ms 44 - 381 MB NPU
encoder ONNX float Snapdragon® 8 Elite Mobile 9.52 ms 44 - 358 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ Q-8750 9.52 ms 44 - 358 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 17.997 ms 70 - 70 MB NPU
encoder ONNX w8a8 Snapdragon® X2 Elite 3.149 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 8.196 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.395 ms 14 - 312 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2290.981 ms 9 - 326 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 4489.323 ms 3 - 6 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.851 ms 10 - 17 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8450 2290.981 ms 9 - 326 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.467 ms 12 - 273 MB NPU
encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 10.584 ms 15 - 275 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.052 ms 2 - 283 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 10.474 ms 14 - 17 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 50.656 ms 5 - 259 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 10.584 ms 15 - 275 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 4.467 ms 12 - 273 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 8.196 ms 18 - 18 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 10.156 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 23.558 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.832 ms 12 - 349 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 99.616 ms 12 - 420 MB NPU
encoder QNN_DLC float Qualcomm® QCS8275 68.709 ms 0 - 260 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.885 ms 12 - 15 MB NPU
encoder QNN_DLC float Qualcomm® SA8775P 27.475 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8650P 27.475 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8255P 27.475 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 99.616 ms 12 - 420 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 28.311 ms 14 - 48 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.96 ms 11 - 311 MB NPU
encoder QNN_DLC float Qualcomm® SA7255P 68.709 ms 0 - 260 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Mobile 11.691 ms 12 - 288 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 53.585 ms 0 - 336 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 11.691 ms 12 - 288 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.558 ms 12 - 12 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.333 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.643 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.353 ms 3 - 301 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2262.225 ms 3 - 326 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4486.468 ms 3 - 12 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8275 20.142 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.881 ms 3 - 158 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8775P 11.569 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8650P 11.569 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8255P 11.569 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 2262.225 ms 3 - 326 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 4.528 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 11.425 ms 3 - 263 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.772 ms 3 - 269 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 11.379 ms 2 - 12 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 82.972 ms 5 - 237 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA7255P 20.142 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2118.682 ms 1 - 281 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 11.425 ms 3 - 263 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 4.528 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 11.643 ms 3 - 3 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 16.626 ms 18 - 373 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 100.048 ms 0 - 419 MB NPU
encoder TFLITE float Qualcomm® QCS8275 68.77 ms 7 - 272 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.593 ms 20 - 22 MB NPU
encoder TFLITE float Qualcomm® SA8775P 27.58 ms 20 - 284 MB NPU
encoder TFLITE float Qualcomm® SA8650P 27.58 ms 20 - 284 MB NPU
encoder TFLITE float Qualcomm® SA8255P 27.58 ms 20 - 284 MB NPU
encoder TFLITE float Qualcomm® QCS8450 100.048 ms 0 - 419 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 28.044 ms 0 - 46 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 8.953 ms 20 - 327 MB NPU
encoder TFLITE float Qualcomm® SA7255P 68.77 ms 7 - 272 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Mobile 11.596 ms 18 - 304 MB NPU
encoder TFLITE float Qualcomm® SA8295P 53.563 ms 20 - 362 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 11.596 ms 18 - 304 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.8 ms 3 - 302 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2264.609 ms 2 - 327 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4521.946 ms 5 - 28 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8275 13.727 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.015 ms 5 - 8 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8775P 7.821 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8650P 7.821 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8255P 7.821 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 2264.609 ms 2 - 327 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 2.963 ms 5 - 249 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.175 ms 2 - 257 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.651 ms 0 - 262 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.577 ms 5 - 21 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 75.354 ms 5 - 235 MB NPU
encoder TFLITE w8a8 Qualcomm® SA7255P 13.727 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2123.549 ms 0 - 280 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 8.175 ms 2 - 257 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 2.963 ms 5 - 249 MB NPU
memory_encoder ONNX float Snapdragon® X2 Elite 10.431 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 24.76 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 19.732 ms 8 - 450 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 40.174 ms 8 - 332 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 24.879 ms 8 - 11 MB NPU
memory_encoder ONNX float Qualcomm® QCS8450 40.174 ms 8 - 332 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 29.32 ms 8 - 11 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 9.769 ms 2 - 294 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Mobile 10.762 ms 0 - 285 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 10.762 ms 0 - 285 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 24.76 ms 8 - 8 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X2 Elite 3.04 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 6.044 ms 1 - 1 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.893 ms 2 - 217 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 11.305 ms 2 - 344 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 37.167 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.71 ms 1 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8450 11.305 ms 2 - 344 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.241 ms 2 - 297 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 7.0 ms 2 - 283 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.691 ms 0 - 298 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 6.238 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 33.573 ms 0 - 325 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 7.0 ms 2 - 283 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 4.241 ms 2 - 297 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.044 ms 1 - 1 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 10.196 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 19.737 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 13.404 ms 0 - 528 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 29.309 ms 4 - 403 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8275 44.894 ms 0 - 316 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 18.779 ms 8 - 10 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8775P 20.804 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8650P 20.804 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8255P 20.804 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 29.309 ms 4 - 403 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 21.227 ms 8 - 18 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 9.228 ms 4 - 314 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA7255P 44.894 ms 0 - 316 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 10.594 ms 4 - 324 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 23.527 ms 0 - 366 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.594 ms 4 - 324 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 19.737 ms 8 - 8 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.093 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.731 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 4.102 ms 0 - 236 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.884 ms 0 - 200 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 36.561 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8275 11.39 ms 2 - 167 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.066 ms 2 - 39 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8775P 6.7 ms 2 - 168 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8650P 6.7 ms 2 - 168 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8255P 6.7 ms 2 - 168 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 7.884 ms 0 - 200 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 3.075 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 7.441 ms 2 - 314 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.6 ms 1 - 188 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 6.429 ms 3 - 7 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 50.933 ms 2 - 324 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA7255P 11.39 ms 2 - 167 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 7.925 ms 2 - 182 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 7.441 ms 2 - 314 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 3.075 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.731 ms 2 - 2 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 19.27 ms 0 - 485 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 37.995 ms 0 - 328 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8275 52.98 ms 0 - 316 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 24.693 ms 0 - 3 MB NPU
memory_encoder TFLITE float Qualcomm® SA8775P 28.718 ms 0 - 323 MB NPU
memory_encoder TFLITE float Qualcomm® SA8650P 28.718 ms 0 - 323 MB NPU
memory_encoder TFLITE float Qualcomm® SA8255P 28.718 ms 0 - 323 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 37.995 ms 0 - 328 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 29.777 ms 0 - 16 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.874 ms 0 - 314 MB NPU
memory_encoder TFLITE float Qualcomm® SA7255P 52.98 ms 0 - 316 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Mobile 13.663 ms 0 - 332 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 30.082 ms 0 - 286 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 13.663 ms 0 - 332 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.294 ms 1 - 259 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 108.781 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8275 17.715 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.833 ms 1 - 3 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8775P 10.055 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8650P 10.055 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8255P 10.055 ms 1 - 229 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 13.376 ms 1 - 252 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 4.651 ms 1 - 221 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.373 ms 10 - 195 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.031 ms 1 - 239 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.604 ms 0 - 9 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 70.336 ms 10 - 237 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA7255P 17.715 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 12.401 ms 1 - 231 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 32.373 ms 10 - 195 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 4.651 ms 1 - 221 MB NPU
video_decoder ONNX float Snapdragon® X2 Elite 3.427 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.186 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.072 ms 17 - 279 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 1 Mobile 15.511 ms 17 - 269 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.245 ms 16 - 20 MB NPU
video_decoder ONNX float Qualcomm® QCS8450 15.511 ms 17 - 269 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-9075 8.27 ms 16 - 19 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.475 ms 2 - 223 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Mobile 3.995 ms 3 - 219 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ Q-8750 3.995 ms 3 - 219 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.186 ms 16 - 16 MB NPU
video_decoder ONNX w8a8 Snapdragon® X2 Elite 1.638 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 3.598 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.279 ms 4 - 174 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 4.314 ms 4 - 170 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 14.559 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.386 ms 2 - 9 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8450 4.314 ms 4 - 170 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Mobile 1.849 ms 0 - 131 MB NPU
video_decoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 4.146 ms 4 - 309 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.518 ms 0 - 160 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 3.952 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 20.916 ms 4 - 261 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 4.146 ms 4 - 309 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.849 ms 0 - 131 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.598 ms 4 - 4 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.29 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.145 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.076 ms 4 - 252 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.186 ms 16 - 243 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8275 13.528 ms 16 - 238 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.851 ms 16 - 18 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8775P 7.133 ms 16 - 237 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8650P 7.133 ms 16 - 237 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8255P 7.133 ms 16 - 237 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 9.186 ms 16 - 243 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.954 ms 16 - 34 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.823 ms 4 - 203 MB NPU
video_decoder QNN_DLC float Qualcomm® SA7255P 13.528 ms 16 - 238 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Mobile 3.171 ms 4 - 219 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 8.831 ms 0 - 200 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.171 ms 4 - 219 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.145 ms 16 - 16 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.778 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.298 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.917 ms 0 - 116 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.428 ms 0 - 118 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 11.629 ms 3 - 9 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8275 5.466 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.915 ms 4 - 6 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8775P 3.557 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8650P 3.557 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8255P 3.557 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 3.428 ms 0 - 118 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.522 ms 1 - 94 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.492 ms 4 - 218 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.322 ms 1 - 115 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 3.414 ms 1 - 6 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 13.503 ms 4 - 280 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA7255P 5.466 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 4.041 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.492 ms 4 - 218 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.522 ms 1 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.298 ms 4 - 4 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.014 ms 0 - 248 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 1 Mobile 9.378 ms 0 - 230 MB NPU
video_decoder TFLITE float Qualcomm® QCS8275 13.387 ms 0 - 216 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.025 ms 0 - 30 MB NPU
video_decoder TFLITE float Qualcomm® SA8775P 7.188 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8650P 7.188 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8255P 7.188 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 9.378 ms 0 - 230 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.939 ms 0 - 31 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.859 ms 0 - 192 MB NPU
video_decoder TFLITE float Qualcomm® SA7255P 13.387 ms 0 - 216 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Mobile 3.21 ms 0 - 213 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.73 ms 0 - 239 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ Q-8750 3.21 ms 0 - 213 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.916 ms 0 - 252 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 9.776 ms 0 - 250 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 37.331 ms 12 - 59 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8275 15.35 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.549 ms 0 - 22 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8775P 9.754 ms 0 - 218 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8650P 9.754 ms 0 - 218 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8255P 9.754 ms 0 - 218 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 9.776 ms 0 - 250 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 3.907 ms 0 - 244 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.068 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.376 ms 0 - 251 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.445 ms 0 - 14 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 35.192 ms 12 - 212 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA7255P 15.35 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 9.293 ms 0 - 222 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 15.068 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.907 ms 0 - 244 MB NPU

License

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

References

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Paper for qualcomm/EdgeTAM