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 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 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 7.985 ms 42 - 358 MB NPU
encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 9.393 ms 46 - 290 MB NPU
encoder ONNX float Snapdragon® X2 Elite 8.647 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® X Elite 19.464 ms 70 - 70 MB NPU
encoder ONNX float Snapdragon® 8 Gen 3 Mobile 13.507 ms 0 - 353 MB NPU
encoder ONNX float Snapdragon® 8 Gen 1 Mobile 83.076 ms 1 - 389 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 22.798 ms 12 - 28 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 19.145 ms 38 - 55 MB NPU
encoder ONNX float Qualcomm® QCS8450 83.076 ms 1 - 389 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 23.178 ms 12 - 27 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 19.464 ms 70 - 70 MB NPU
encoder ONNX float Qualcomm® Dragonwing™ Q-8750 9.393 ms 46 - 290 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.147 ms 2 - 274 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.662 ms 14 - 270 MB NPU
encoder ONNX w8a8 Snapdragon® X2 Elite 4.803 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® X Elite 8.01 ms 18 - 18 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 5.13 ms 17 - 313 MB NPU
encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1960.937 ms 4 - 321 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 7.406 ms 16 - 20 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.717 ms 14 - 20 MB NPU
encoder ONNX w8a8 Qualcomm® QCS8450 1960.937 ms 4 - 321 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 8.341 ms 16 - 19 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 8.01 ms 18 - 18 MB NPU
encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 3.662 ms 14 - 270 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.083 ms 11 - 285 MB NPU
encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.914 ms 0 - 254 MB NPU
encoder QNN_DLC float Snapdragon® X2 Elite 9.797 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® X Elite 22.704 ms 12 - 12 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 15.628 ms 7 - 331 MB NPU
encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 90.609 ms 2 - 386 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 26.346 ms 12 - 47 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 21.995 ms 12 - 14 MB NPU
encoder QNN_DLC float Qualcomm® SA8775P 26.445 ms 0 - 243 MB NPU
encoder QNN_DLC float Qualcomm® SA8650P 26.445 ms 0 - 243 MB NPU
encoder QNN_DLC float Qualcomm® SA8255P 26.445 ms 0 - 243 MB NPU
encoder QNN_DLC float Qualcomm® QCS8450 90.609 ms 2 - 386 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 27.573 ms 12 - 46 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 22.704 ms 12 - 12 MB NPU
encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.914 ms 0 - 254 MB NPU
encoder QNN_DLC float Qualcomm® SA8295P 56.151 ms 0 - 309 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.763 ms 3 - 256 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 4.506 ms 3 - 241 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X2 Elite 4.264 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® X Elite 11.258 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 7.055 ms 3 - 288 MB NPU
encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1970.047 ms 3 - 312 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 2794.982 ms 3 - 13 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 9.935 ms 2 - 13 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.522 ms 3 - 5 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8775P 11.313 ms 3 - 247 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8650P 11.313 ms 3 - 247 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8255P 11.313 ms 3 - 247 MB NPU
encoder QNN_DLC w8a8 Qualcomm® QCS8450 1970.047 ms 3 - 312 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 11.02 ms 1 - 11 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 11.258 ms 3 - 3 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 102.377 ms 5 - 228 MB NPU
encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 4.506 ms 3 - 241 MB NPU
encoder QNN_DLC w8a8 Qualcomm® SA8295P 2154.834 ms 3 - 270 MB NPU
encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.11 ms 20 - 296 MB NPU
encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 10.879 ms 18 - 281 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 16.033 ms 19 - 348 MB NPU
encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 90.679 ms 20 - 408 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 26.343 ms 0 - 47 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.096 ms 20 - 35 MB NPU
encoder TFLITE float Qualcomm® SA8775P 26.51 ms 20 - 271 MB NPU
encoder TFLITE float Qualcomm® SA8650P 26.51 ms 20 - 271 MB NPU
encoder TFLITE float Qualcomm® SA8255P 26.51 ms 20 - 271 MB NPU
encoder TFLITE float Qualcomm® QCS8450 90.679 ms 20 - 408 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 27.685 ms 0 - 46 MB NPU
encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 10.879 ms 18 - 281 MB NPU
encoder TFLITE float Qualcomm® SA8295P 56.247 ms 20 - 337 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.621 ms 0 - 249 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.023 ms 4 - 236 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 4.5 ms 5 - 289 MB NPU
encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2049.393 ms 0 - 308 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 2812.7 ms 0 - 24 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 6.629 ms 5 - 23 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.756 ms 5 - 8 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8775P 7.579 ms 5 - 247 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8650P 7.579 ms 5 - 247 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8255P 7.579 ms 5 - 247 MB NPU
encoder TFLITE w8a8 Qualcomm® QCS8450 2049.393 ms 0 - 308 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 7.29 ms 4 - 21 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 68.889 ms 4 - 224 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 8.207 ms 4 - 245 MB NPU
encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.023 ms 4 - 236 MB NPU
encoder TFLITE w8a8 Qualcomm® SA8295P 2177.775 ms 0 - 266 MB NPU
encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 8.207 ms 4 - 245 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 11.191 ms 2 - 255 MB NPU
memory_encoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 10.669 ms 0 - 246 MB NPU
memory_encoder ONNX float Snapdragon® X2 Elite 11.812 ms 9 - 9 MB NPU
memory_encoder ONNX float Snapdragon® X Elite 23.662 ms 8 - 8 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 3 Mobile 17.449 ms 8 - 304 MB NPU
memory_encoder ONNX float Snapdragon® 8 Gen 1 Mobile 27.225 ms 8 - 298 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-8275 24.083 ms 8 - 12 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.661 ms 8 - 10 MB NPU
memory_encoder ONNX float Qualcomm® QCS8450 27.225 ms 8 - 298 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-9075 26.933 ms 8 - 11 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 23.662 ms 8 - 8 MB NPU
memory_encoder ONNX float Qualcomm® Dragonwing™ Q-8750 10.669 ms 0 - 246 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.55 ms 0 - 270 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.787 ms 0 - 263 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X2 Elite 2.806 ms 2 - 2 MB NPU
memory_encoder ONNX w8a8 Snapdragon® X Elite 5.947 ms 1 - 1 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.791 ms 2 - 178 MB NPU
memory_encoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 6.794 ms 2 - 293 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 5.371 ms 2 - 6 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.578 ms 1 - 93 MB NPU
memory_encoder ONNX w8a8 Qualcomm® QCS8450 6.794 ms 2 - 293 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 6.056 ms 2 - 5 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 5.947 ms 1 - 1 MB NPU
memory_encoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 2.787 ms 0 - 263 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.167 ms 4 - 248 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 10.575 ms 4 - 269 MB NPU
memory_encoder QNN_DLC float Snapdragon® X2 Elite 9.092 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® X Elite 23.808 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 17.12 ms 0 - 303 MB NPU
memory_encoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 24.44 ms 4 - 281 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 23.998 ms 8 - 19 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.899 ms 8 - 10 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8775P 19.938 ms 0 - 249 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8650P 19.938 ms 0 - 249 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8255P 19.938 ms 0 - 249 MB NPU
memory_encoder QNN_DLC float Qualcomm® QCS8450 24.44 ms 4 - 281 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 20.255 ms 8 - 18 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.808 ms 8 - 8 MB NPU
memory_encoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 10.575 ms 4 - 269 MB NPU
memory_encoder QNN_DLC float Qualcomm® SA8295P 25.0 ms 0 - 240 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.797 ms 1 - 145 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.99 ms 1 - 137 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X2 Elite 3.366 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® X Elite 6.396 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 3.928 ms 0 - 164 MB NPU
memory_encoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 7.263 ms 0 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 24.829 ms 3 - 7 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 5.451 ms 1 - 6 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.85 ms 2 - 4 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8775P 6.496 ms 2 - 140 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8650P 6.496 ms 2 - 140 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8255P 6.496 ms 2 - 140 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® QCS8450 7.263 ms 0 - 172 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 6.271 ms 1 - 5 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 6.396 ms 2 - 2 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 28.848 ms 2 - 299 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 2.99 ms 1 - 137 MB NPU
memory_encoder QNN_DLC w8a8 Qualcomm® SA8295P 7.644 ms 2 - 143 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 11.326 ms 0 - 270 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 10.854 ms 0 - 263 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 3 Mobile 17.459 ms 0 - 300 MB NPU
memory_encoder TFLITE float Snapdragon® 8 Gen 1 Mobile 25.898 ms 0 - 275 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 24.168 ms 0 - 17 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.758 ms 0 - 3 MB NPU
memory_encoder TFLITE float Qualcomm® SA8775P 22.046 ms 0 - 257 MB NPU
memory_encoder TFLITE float Qualcomm® SA8650P 22.046 ms 0 - 257 MB NPU
memory_encoder TFLITE float Qualcomm® SA8255P 22.046 ms 0 - 257 MB NPU
memory_encoder TFLITE float Qualcomm® QCS8450 25.898 ms 0 - 275 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 22.627 ms 0 - 17 MB NPU
memory_encoder TFLITE float Qualcomm® Dragonwing™ Q-8750 10.854 ms 0 - 263 MB NPU
memory_encoder TFLITE float Qualcomm® SA8295P 26.179 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 4.409 ms 1 - 245 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 5.86 ms 1 - 276 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 10.418 ms 1 - 273 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 105.725 ms 10 - 52 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 8.38 ms 1 - 11 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.222 ms 1 - 6 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8775P 9.528 ms 1 - 243 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8650P 9.528 ms 1 - 243 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8255P 9.528 ms 1 - 243 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® QCS8450 10.418 ms 1 - 273 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.048 ms 0 - 9 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 69.791 ms 10 - 217 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 32.375 ms 10 - 222 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 4.409 ms 1 - 245 MB NPU
memory_encoder TFLITE w8a8 Qualcomm® SA8295P 11.314 ms 1 - 247 MB NPU
memory_encoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 32.375 ms 10 - 222 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 3.399 ms 3 - 239 MB NPU
video_decoder ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.086 ms 1 - 222 MB NPU
video_decoder ONNX float Snapdragon® X2 Elite 3.612 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® X Elite 7.311 ms 16 - 16 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 3 Mobile 5.163 ms 17 - 272 MB NPU
video_decoder ONNX float Snapdragon® 8 Gen 1 Mobile 9.949 ms 17 - 289 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-8275 7.841 ms 16 - 20 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.103 ms 16 - 151 MB NPU
video_decoder ONNX float Qualcomm® QCS8450 9.949 ms 17 - 289 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-9075 8.223 ms 16 - 19 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.311 ms 16 - 16 MB NPU
video_decoder ONNX float Qualcomm® Dragonwing™ Q-8750 4.086 ms 1 - 222 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.667 ms 0 - 141 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.971 ms 0 - 123 MB NPU
video_decoder ONNX w8a8 Snapdragon® X2 Elite 1.759 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® X Elite 3.737 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 2.415 ms 4 - 160 MB NPU
video_decoder ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 4.217 ms 4 - 150 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 3.7 ms 4 - 8 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.572 ms 2 - 8 MB NPU
video_decoder ONNX w8a8 Qualcomm® QCS8450 4.217 ms 4 - 150 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 4.153 ms 4 - 7 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.737 ms 4 - 4 MB NPU
video_decoder ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.971 ms 0 - 123 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.648 ms 4 - 196 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 3.079 ms 4 - 193 MB NPU
video_decoder QNN_DLC float Snapdragon® X2 Elite 3.24 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® X Elite 6.199 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.22 ms 2 - 215 MB NPU
video_decoder QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.06 ms 4 - 216 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.697 ms 16 - 35 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.845 ms 16 - 103 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8775P 7.094 ms 16 - 200 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8650P 7.094 ms 16 - 200 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8255P 7.094 ms 16 - 200 MB NPU
video_decoder QNN_DLC float Qualcomm® QCS8450 8.06 ms 4 - 216 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.874 ms 16 - 34 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.199 ms 16 - 16 MB NPU
video_decoder QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.079 ms 4 - 193 MB NPU
video_decoder QNN_DLC float Qualcomm® SA8295P 8.62 ms 0 - 188 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.169 ms 1 - 115 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.362 ms 1 - 90 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X2 Elite 1.578 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® X Elite 3.007 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.779 ms 0 - 111 MB NPU
video_decoder QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 3.151 ms 0 - 113 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 7.692 ms 3 - 9 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 2.811 ms 1 - 8 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.683 ms 4 - 46 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8775P 3.334 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8650P 3.334 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8255P 3.334 ms 4 - 95 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® QCS8450 3.151 ms 0 - 113 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 3.167 ms 4 - 10 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 3.007 ms 4 - 4 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 12.295 ms 4 - 205 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.362 ms 1 - 90 MB NPU
video_decoder QNN_DLC w8a8 Qualcomm® SA8295P 3.661 ms 4 - 92 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.671 ms 0 - 190 MB NPU
video_decoder TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.105 ms 0 - 182 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 3 Mobile 4.126 ms 0 - 219 MB NPU
video_decoder TFLITE float Snapdragon® 8 Gen 1 Mobile 8.085 ms 0 - 216 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-8275 6.572 ms 0 - 32 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.88 ms 0 - 8 MB NPU
video_decoder TFLITE float Qualcomm® SA8775P 7.125 ms 0 - 186 MB NPU
video_decoder TFLITE float Qualcomm® SA8650P 7.125 ms 0 - 186 MB NPU
video_decoder TFLITE float Qualcomm® SA8255P 7.125 ms 0 - 186 MB NPU
video_decoder TFLITE float Qualcomm® QCS8450 8.085 ms 0 - 216 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.866 ms 0 - 31 MB NPU
video_decoder TFLITE float Qualcomm® Dragonwing™ Q-8750 3.105 ms 0 - 182 MB NPU
video_decoder TFLITE float Qualcomm® SA8295P 8.735 ms 0 - 192 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.33 ms 0 - 299 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 3.988 ms 0 - 205 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 6.274 ms 0 - 232 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 10.124 ms 0 - 229 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 34.645 ms 12 - 59 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 8.455 ms 0 - 15 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.378 ms 0 - 32 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8775P 9.988 ms 0 - 203 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8650P 9.988 ms 0 - 203 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8255P 9.988 ms 0 - 203 MB NPU
video_decoder TFLITE w8a8 Qualcomm® QCS8450 10.124 ms 0 - 229 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 9.722 ms 0 - 15 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 34.518 ms 12 - 191 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 15.031 ms 12 - 205 MB NPU
video_decoder TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 3.988 ms 0 - 205 MB NPU
video_decoder TFLITE w8a8 Qualcomm® SA8295P 10.918 ms 0 - 206 MB NPU
video_decoder TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 15.031 ms 12 - 205 MB NPU

License

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

References

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Paper for qualcomm/EdgeTAM