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
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.
