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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 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 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 8.833 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® X Elite 17.873 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 14.067 ms 47 - 394 MB NPU
encoder ONNX float Snapdragon® 8 Gen 1 Mobile 91.154 ms 3 - 414 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 18.011 ms 48 - 50 MB NPU
encoder ONNX float Qualcomm® QCS8450 91.154 ms 3 - 414 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 23.122 ms 12 - 15 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 17.873 ms 70 - 70 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ Q-8750 9.541 ms 44 - 357 MB NPU
encoder ONNX float Snapdragon® 8 Elite Mobile 9.541 ms 44 - 357 MB NPU
encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 7.981 ms 44 - 381 MB NPU
encoder ONNX w8a8 Snapdragon® X2 Elite 3.144 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 8.268 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.368 ms 14 - 309 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2242.426 ms 4 - 323 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 4475.73 ms 3 - 6 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.941 ms 10 - 16 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8450 2242.426 ms 4 - 323 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 8.411 ms 13 - 16 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 8.268 ms 18 - 18 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 4.485 ms 12 - 272 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.485 ms 12 - 272 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.037 ms 1 - 279 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 10.373 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 23.494 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.934 ms 6 - 343 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 99.518 ms 12 - 422 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8275 68.706 ms 17 - 277 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.012 ms 12 - 14 MB NPU
encoder QNN_DLC float Qualcomm® SA8775P 27.492 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8650P 27.492 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8255P 27.492 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 99.518 ms 12 - 422 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 28.948 ms 12 - 46 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.494 ms 12 - 12 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 11.663 ms 11 - 288 MB NPU
encoder QNN_DLC float Qualcomm® SA7255P 68.706 ms 17 - 277 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 53.547 ms 0 - 335 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Mobile 11.663 ms 11 - 288 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.951 ms 12 - 314 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.293 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.677 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.34 ms 3 - 302 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2266.154 ms 3 - 325 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4540.687 ms 3 - 12 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 20.15 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.89 ms 3 - 5 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8775P 11.599 ms 3 - 259 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8650P 11.599 ms 3 - 259 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8255P 11.599 ms 3 - 259 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 2266.154 ms 3 - 325 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 13.72 ms 0 - 10 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 11.677 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 54.705 ms 5 - 238 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 11.474 ms 3 - 264 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 4.523 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA7255P 20.15 ms 3 - 260 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2125.515 ms 1 - 280 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 4.523 ms 3 - 251 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.779 ms 3 - 269 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 11.474 ms 3 - 264 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 16.656 ms 20 - 371 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 100.989 ms 0 - 418 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ QCS8275 68.748 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.003 ms 20 - 39 MB NPU
encoder TFLITE float Qualcomm® SA8775P 27.589 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8650P 27.589 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8255P 27.589 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® QCS8450 100.989 ms 0 - 418 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 28.764 ms 0 - 46 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 11.636 ms 19 - 306 MB NPU
encoder TFLITE float Qualcomm® SA7255P 68.748 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8295P 53.506 ms 20 - 365 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Mobile 11.636 ms 19 - 306 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 8.952 ms 20 - 321 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.799 ms 3 - 301 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2252.678 ms 2 - 327 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4541.95 ms 0 - 24 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 13.689 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.068 ms 5 - 7 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8775P 7.833 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8650P 7.833 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8255P 7.833 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 2252.678 ms 2 - 327 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 7.529 ms 2 - 19 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 68.192 ms 5 - 235 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 8.209 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 2.964 ms 4 - 249 MB NPU
encoder TFLITE w8a8 Qualcomm® SA7255P 13.689 ms 5 - 260 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2095.818 ms 1 - 281 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 2.964 ms 4 - 249 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.66 ms 0 - 262 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.209 ms 5 - 260 MB NPU
memory_encoder ONNX float Snapdragon® X2 Elite 10.393 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 24.795 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 19.513 ms 8 - 447 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 39.947 ms 8 - 334 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 24.898 ms 8 - 333 MB NPU
memory_encoder ONNX float Qualcomm® QCS8450 39.947 ms 8 - 334 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 35.317 ms 8 - 11 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 24.795 ms 8 - 8 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 10.737 ms 2 - 285 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Mobile 10.737 ms 2 - 285 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 9.758 ms 2 - 296 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X2 Elite 3.054 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 6.028 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.887 ms 2 - 217 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 11.375 ms 2 - 344 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 37.721 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.803 ms 1 - 114 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8450 11.375 ms 2 - 344 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 6.252 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.028 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 4.212 ms 1 - 296 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Mobile 4.212 ms 1 - 296 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.691 ms 0 - 298 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 10.191 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 19.855 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 13.454 ms 2 - 531 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 29.498 ms 4 - 404 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8275 44.849 ms 0 - 316 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 18.732 ms 8 - 11 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8775P 20.808 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8650P 20.808 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8255P 20.808 ms 0 - 357 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 29.498 ms 4 - 404 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 20.881 ms 8 - 18 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 19.855 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.58 ms 4 - 323 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA7255P 44.849 ms 0 - 316 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 23.474 ms 0 - 366 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Mobile 10.58 ms 4 - 323 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 9.221 ms 4 - 315 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.08 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.697 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 4.071 ms 0 - 236 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.907 ms 0 - 198 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 37.0 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 11.38 ms 2 - 168 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.038 ms 2 - 4 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8775P 6.696 ms 2 - 169 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8650P 6.696 ms 2 - 169 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8255P 6.696 ms 2 - 169 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 7.907 ms 0 - 198 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 6.439 ms 1 - 4 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.697 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 47.682 ms 2 - 324 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 7.471 ms 1 - 312 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 3.061 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA7255P 11.38 ms 2 - 168 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 7.897 ms 2 - 183 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 3.061 ms 1 - 173 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 2.598 ms 1 - 189 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 7.471 ms 1 - 312 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 19.592 ms 0 - 364 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 37.949 ms 0 - 321 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ QCS8275 53.245 ms 0 - 310 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 24.823 ms 0 - 3 MB NPU
memory_encoder TFLITE float Qualcomm® SA8775P 28.711 ms 0 - 311 MB NPU
memory_encoder TFLITE float Qualcomm® SA8650P 28.711 ms 0 - 311 MB NPU
memory_encoder TFLITE float Qualcomm® SA8255P 28.711 ms 0 - 311 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 37.949 ms 0 - 321 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 29.135 ms 0 - 16 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 16.048 ms 0 - 319 MB NPU
memory_encoder TFLITE float Qualcomm® SA7255P 53.245 ms 0 - 310 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 33.501 ms 0 - 289 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Mobile 16.048 ms 0 - 319 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.939 ms 0 - 305 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.281 ms 0 - 254 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 13.376 ms 1 - 252 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 113.201 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 17.743 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.824 ms 1 - 4 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8775P 10.102 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8650P 10.102 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8255P 10.102 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 13.376 ms 1 - 252 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.589 ms 1 - 9 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 70.994 ms 10 - 236 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 32.376 ms 10 - 196 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 4.657 ms 0 - 237 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA7255P 17.743 ms 1 - 228 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 12.332 ms 1 - 231 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 4.657 ms 0 - 237 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.031 ms 1 - 241 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.376 ms 10 - 196 MB NPU
video_decoder ONNX float Snapdragon® X2 Elite 3.361 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.135 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.062 ms 17 - 278 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 1 Mobile 15.432 ms 17 - 268 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.253 ms 16 - 20 MB NPU
video_decoder ONNX float Qualcomm® QCS8450 15.432 ms 17 - 268 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-9075 8.283 ms 16 - 19 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.135 ms 16 - 16 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ Q-8750 3.987 ms 3 - 218 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Mobile 3.987 ms 3 - 218 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.473 ms 3 - 225 MB NPU
video_decoder ONNX w8a8 Snapdragon® X2 Elite 1.627 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 3.603 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.291 ms 4 - 221 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 4.29 ms 4 - 171 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 14.04 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.409 ms 2 - 163 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8450 4.29 ms 4 - 171 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 4.565 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.603 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.844 ms 0 - 134 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Mobile 1.844 ms 0 - 134 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.544 ms 1 - 163 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.406 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.073 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.107 ms 3 - 249 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.23 ms 4 - 229 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ QCS8275 13.563 ms 16 - 239 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.898 ms 10 - 13 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8775P 7.17 ms 16 - 236 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8650P 7.17 ms 16 - 236 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8255P 7.17 ms 16 - 236 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 9.23 ms 4 - 229 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.957 ms 16 - 34 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.073 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.174 ms 4 - 219 MB NPU
video_decoder QNN_DLC float Qualcomm® SA7255P 13.563 ms 16 - 239 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 8.879 ms 0 - 200 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Mobile 3.174 ms 4 - 219 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.815 ms 4 - 201 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.79 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.349 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.912 ms 0 - 115 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.441 ms 0 - 118 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 11.418 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 5.447 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.895 ms 4 - 120 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8775P 3.538 ms 4 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8650P 3.538 ms 4 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8255P 3.538 ms 4 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 3.441 ms 0 - 118 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 3.362 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.349 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 12.874 ms 9 - 286 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.459 ms 4 - 217 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.514 ms 1 - 94 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA7255P 5.447 ms 4 - 92 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 4.039 ms 4 - 110 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.514 ms 1 - 94 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.322 ms 1 - 114 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.459 ms 4 - 217 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.041 ms 0 - 247 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 1 Mobile 9.392 ms 0 - 229 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ QCS8275 13.405 ms 0 - 216 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.865 ms 0 - 3 MB NPU
video_decoder TFLITE float Qualcomm® SA8775P 7.224 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8650P 7.224 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® SA8255P 7.224 ms 0 - 222 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 9.392 ms 0 - 229 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.944 ms 0 - 31 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ Q-8750 3.196 ms 0 - 215 MB NPU
video_decoder TFLITE float Qualcomm® SA7255P 13.405 ms 0 - 216 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.747 ms 0 - 238 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Mobile 3.196 ms 0 - 215 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.838 ms 0 - 191 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.902 ms 0 - 250 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 9.803 ms 0 - 246 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 40.448 ms 12 - 59 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 15.367 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.546 ms 0 - 28 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8775P 9.778 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8650P 9.778 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8255P 9.778 ms 0 - 219 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 9.803 ms 0 - 246 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.467 ms 0 - 14 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 35.113 ms 12 - 213 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 15.327 ms 12 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.877 ms 0 - 248 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA7255P 15.367 ms 0 - 215 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 9.27 ms 0 - 222 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Mobile 3.877 ms 0 - 248 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 3.381 ms 0 - 250 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.327 ms 12 - 204 MB NPU

License

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

References

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Paper for qualcomm/EdgeTAM