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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 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 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:

  • 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 7.88 ms 44 - 357 MB NPU
encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 9.405 ms 44 - 290 MB NPU
encoder ONNX float Snapdragon® X2 Elite 8.615 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® X Elite 19.135 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 13.023 ms 56 - 406 MB NPU
encoder ONNX float Snapdragon® 8 Gen 1 Mobile 83.04 ms 34 - 421 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 22.884 ms 12 - 28 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 19.466 ms 40 - 57 MB NPU
encoder ONNX float Qualcomm® QCS8450 83.04 ms 34 - 421 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 22.92 ms 12 - 27 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 19.135 ms 70 - 70 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ Q-8750 9.405 ms 44 - 290 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.039 ms 2 - 267 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.581 ms 12 - 262 MB NPU
encoder ONNX w8a8 Snapdragon® X2 Elite 3.116 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 7.887 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 4.994 ms 14 - 302 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 2001.044 ms 9 - 314 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 2739.339 ms 3 - 6 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 7.232 ms 12 - 16 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.559 ms 10 - 16 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8450 2001.044 ms 9 - 314 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 8.149 ms 13 - 16 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 7.887 ms 18 - 18 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 79.008 ms 5 - 246 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 8.722 ms 15 - 259 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 3.581 ms 12 - 262 MB NPU
encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 8.722 ms 15 - 259 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.076 ms 11 - 286 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.92 ms 12 - 269 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 9.809 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 22.696 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 16.042 ms 0 - 318 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 90.779 ms 12 - 393 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 26.206 ms 12 - 47 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 21.935 ms 12 - 15 MB NPU
encoder QNN_DLC float Qualcomm® SA8650P 27.47 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® SA8255P 27.47 ms 0 - 258 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 90.779 ms 12 - 393 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 27.896 ms 12 - 46 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 22.696 ms 12 - 12 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.92 ms 12 - 269 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 56.244 ms 0 - 307 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.728 ms 3 - 256 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.478 ms 3 - 240 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.217 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.239 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.053 ms 3 - 289 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1983.198 ms 3 - 312 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 2794.813 ms 2 - 12 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 9.957 ms 3 - 14 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.536 ms 3 - 5 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8775P 11.298 ms 3 - 246 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8650P 11.298 ms 3 - 246 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8255P 11.298 ms 3 - 246 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 1983.198 ms 3 - 312 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 11.023 ms 3 - 13 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 11.239 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 93.469 ms 5 - 228 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 4.478 ms 3 - 240 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2166.335 ms 1 - 268 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.119 ms 20 - 296 MB NPU
encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 10.939 ms 19 - 283 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 15.862 ms 18 - 345 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 90.659 ms 20 - 409 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 26.254 ms 0 - 47 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.139 ms 20 - 22 MB NPU
encoder TFLITE float Qualcomm® SA8650P 27.574 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® SA8255P 27.574 ms 20 - 285 MB NPU
encoder TFLITE float Qualcomm® QCS8450 90.659 ms 20 - 409 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 27.126 ms 18 - 64 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 10.939 ms 19 - 283 MB NPU
encoder TFLITE float Qualcomm® SA8295P 56.227 ms 20 - 339 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.623 ms 0 - 249 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.041 ms 4 - 240 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.513 ms 5 - 295 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2020.396 ms 1 - 311 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 2811.167 ms 0 - 24 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 6.608 ms 5 - 23 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.715 ms 5 - 8 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 2020.396 ms 1 - 311 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 7.31 ms 4 - 21 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 91.399 ms 4 - 224 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 8.271 ms 4 - 246 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.041 ms 4 - 240 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2174.555 ms 0 - 266 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.271 ms 4 - 246 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 11.379 ms 1 - 253 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 10.692 ms 0 - 251 MB NPU
memory_encoder ONNX float Snapdragon® X2 Elite 11.722 ms 9 - 9 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 23.74 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 13.678 ms 8 - 296 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 25.89 ms 8 - 284 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 24.183 ms 8 - 12 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.882 ms 7 - 11 MB NPU
memory_encoder ONNX float Qualcomm® QCS8450 25.89 ms 8 - 284 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 26.583 ms 8 - 11 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 23.74 ms 8 - 8 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 10.692 ms 0 - 251 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.568 ms 0 - 264 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.724 ms 0 - 267 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X2 Elite 2.754 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 5.896 ms 1 - 1 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.686 ms 2 - 178 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 6.706 ms 2 - 293 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 23.841 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 5.221 ms 2 - 6 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.534 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8450 6.706 ms 2 - 293 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 5.914 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 5.896 ms 1 - 1 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 30.708 ms 2 - 290 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 9.976 ms 2 - 263 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 2.724 ms 0 - 267 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 9.976 ms 2 - 263 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.17 ms 4 - 250 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.206 ms 3 - 267 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 9.12 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 23.956 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 17.083 ms 3 - 305 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 26.002 ms 4 - 280 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 24.137 ms 8 - 19 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 24.043 ms 8 - 10 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8650P 20.933 ms 0 - 322 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8255P 20.933 ms 0 - 322 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 26.002 ms 4 - 280 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 20.622 ms 8 - 18 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.956 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.206 ms 3 - 267 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 25.079 ms 0 - 240 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.794 ms 1 - 144 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.944 ms 1 - 138 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.293 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.498 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 3.921 ms 0 - 164 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.163 ms 0 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 24.449 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 5.445 ms 1 - 6 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.856 ms 2 - 4 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8775P 6.472 ms 2 - 139 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8650P 6.472 ms 2 - 139 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8255P 6.472 ms 2 - 139 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 7.163 ms 0 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 6.246 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.498 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 29.315 ms 2 - 297 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 2.944 ms 1 - 138 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 7.623 ms 2 - 143 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 11.323 ms 0 - 268 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 10.855 ms 0 - 262 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 17.611 ms 0 - 298 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 25.635 ms 0 - 276 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 24.492 ms 0 - 18 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.641 ms 0 - 3 MB NPU
memory_encoder TFLITE float Qualcomm® SA8650P 28.699 ms 0 - 312 MB NPU
memory_encoder TFLITE float Qualcomm® SA8255P 28.699 ms 0 - 312 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 25.635 ms 0 - 276 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 22.591 ms 0 - 17 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 10.855 ms 0 - 262 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 26.181 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 4.41 ms 1 - 243 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.866 ms 0 - 275 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 10.441 ms 1 - 273 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 104.254 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 8.43 ms 1 - 11 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.234 ms 1 - 3 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 10.441 ms 1 - 273 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.069 ms 1 - 10 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 69.432 ms 10 - 217 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 32.124 ms 10 - 222 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 4.41 ms 1 - 243 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 11.322 ms 1 - 247 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.124 ms 10 - 222 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.394 ms 3 - 240 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.1 ms 1 - 222 MB NPU
video_decoder ONNX float Snapdragon® X2 Elite 3.557 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.15 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.179 ms 17 - 270 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 1 Mobile 9.975 ms 17 - 289 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-8275 7.849 ms 16 - 20 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.098 ms 16 - 126 MB NPU
video_decoder ONNX float Qualcomm® QCS8450 9.975 ms 17 - 289 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-9075 8.201 ms 16 - 19 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.15 ms 16 - 16 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ Q-8750 4.1 ms 1 - 222 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.676 ms 0 - 141 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.958 ms 0 - 122 MB NPU
video_decoder ONNX w8a8 Snapdragon® X2 Elite 1.771 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 3.71 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.418 ms 0 - 154 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 4.257 ms 4 - 151 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 12.111 ms 5 - 8 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 3.711 ms 4 - 8 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.555 ms 2 - 8 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8450 4.257 ms 4 - 151 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 4.161 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.71 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 18.369 ms 2 - 233 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 4.732 ms 4 - 238 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.958 ms 0 - 122 MB NPU
video_decoder ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 4.732 ms 4 - 238 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.661 ms 3 - 197 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 3.085 ms 4 - 193 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.248 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.242 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.258 ms 3 - 215 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.068 ms 4 - 216 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.654 ms 16 - 35 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.794 ms 16 - 18 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8650P 7.091 ms 16 - 233 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8255P 7.091 ms 16 - 233 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 8.068 ms 4 - 216 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.893 ms 16 - 34 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.242 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.085 ms 4 - 193 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 8.632 ms 2 - 190 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.189 ms 1 - 114 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.371 ms 1 - 89 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.599 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.028 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.773 ms 0 - 111 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.172 ms 0 - 115 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 7.996 ms 1 - 7 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 2.793 ms 1 - 8 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.675 ms 4 - 6 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8775P 3.34 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8650P 3.34 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8255P 3.34 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 3.172 ms 0 - 115 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 3.191 ms 6 - 12 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.028 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 12.203 ms 4 - 205 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.371 ms 1 - 89 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 3.667 ms 4 - 92 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.65 ms 0 - 190 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.125 ms 0 - 191 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.112 ms 0 - 218 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 1 Mobile 8.072 ms 0 - 214 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 6.604 ms 0 - 32 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.852 ms 0 - 8 MB NPU
video_decoder TFLITE float Qualcomm® SA8650P 7.104 ms 0 - 194 MB NPU
video_decoder TFLITE float Qualcomm® SA8255P 7.104 ms 0 - 194 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 8.072 ms 0 - 214 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.874 ms 0 - 31 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ Q-8750 3.125 ms 0 - 191 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.713 ms 0 - 192 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.335 ms 0 - 302 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.982 ms 0 - 204 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.229 ms 0 - 233 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 9.933 ms 0 - 231 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 33.579 ms 12 - 59 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 8.447 ms 0 - 15 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.49 ms 0 - 22 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 9.933 ms 0 - 231 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.7 ms 0 - 15 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 33.926 ms 12 - 191 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 15.027 ms 12 - 202 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.982 ms 0 - 204 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 10.888 ms 0 - 205 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.027 ms 12 - 202 MB NPU

License

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

References

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Paper for qualcomm/EdgeTAM