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Track-Anything

PyTorch
android
video-object-tracking
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YAML Metadata Warning:The pipeline tag "video-object-tracking" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Track-Anything: Optimized for Qualcomm Devices

Track-Anything is a video based machine learning model to track an object in a video.

This is based on the implementation of Track-Anything 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
TFLITE float Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit Track-Anything 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 Track-Anything on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.video_object_tracking

Model Stats:

  • Input resolution: 320x568
  • Model checkpoint: xmem
  • Model size (encode_key_with_shrinkage) (float): 37.1 MB
  • Model size (encode_key_without_shrinkage) (float): 37.1 MB
  • Model size (encode_value) (float): 88.8 MB
  • Model size (segment) (float): 115 MB
  • Number of parameters (encode_key_with_shrinkage): 9.72M
  • Number of parameters (encode_key_without_shrinkage): 9.71M
  • Number of parameters (encode_value): 23.3M
  • Number of parameters (segment): 30.1M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
encode_key_with_shrinkage ONNX float Snapdragon® X2 Elite 2.764 ms 10 - 10 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.328 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 3.708 ms 1 - 200 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 10.606 ms 9 - 190 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-8275 9.551 ms 8 - 11 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.173 ms 0 - 20 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8450 10.606 ms 9 - 190 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 8.839 ms 9 - 12 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 5.328 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 3.012 ms 0 - 170 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Mobile 3.012 ms 0 - 170 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.401 ms 1 - 175 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 4.068 ms 0 - 211 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 11.781 ms 3 - 198 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 9.537 ms 3 - 31 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.003 ms 3 - 5 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.452 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8650P 9.452 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8255P 9.452 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8450 11.781 ms 3 - 198 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 9.223 ms 2 - 29 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 3.294 ms 0 - 182 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA7255P 31.26 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8295P 10.319 ms 3 - 163 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 3.294 ms 0 - 182 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.464 ms 0 - 183 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X2 Elite 3.885 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X Elite 6.795 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 5.048 ms 55 - 256 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 13.434 ms 49 - 251 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-8275 11.517 ms 49 - 52 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.822 ms 1 - 50 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8450 13.434 ms 49 - 251 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 10.647 ms 53 - 55 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.795 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 4.376 ms 53 - 249 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Mobile 4.376 ms 53 - 249 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.462 ms 2 - 179 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 5.544 ms 20 - 236 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 14.235 ms 20 - 223 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 11.834 ms 20 - 64 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.77 ms 17 - 19 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.663 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8650P 11.663 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8255P 11.663 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8450 14.235 ms 20 - 223 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.368 ms 20 - 63 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 4.395 ms 19 - 208 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA7255P 33.549 ms 20 - 204 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8295P 12.612 ms 20 - 185 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 4.395 ms 19 - 208 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.575 ms 0 - 221 MB NPU
encode_value ONNX float Snapdragon® X2 Elite 6.542 ms 20 - 20 MB NPU
encode_value ONNX float Snapdragon® X Elite 13.299 ms 39 - 39 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 3 Mobile 11.354 ms 12 - 223 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 1 Mobile 31.725 ms 12 - 209 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-8275 18.481 ms 6 - 15 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 16.758 ms 0 - 43 MB NPU
encode_value ONNX float Qualcomm® QCS8450 31.725 ms 12 - 209 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-9075 18.053 ms 6 - 14 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.299 ms 39 - 39 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ Q-8750 9.555 ms 7 - 192 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Mobile 9.555 ms 7 - 192 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.163 ms 7 - 182 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 3 Mobile 8.236 ms 3 - 289 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 1 Mobile 21.292 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-8275 17.974 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.857 ms 3 - 6 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 16.996 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8650P 16.996 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8255P 16.996 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® QCS8450 21.292 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-9075 16.953 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ Q-8750 6.832 ms 1 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA7255P 51.318 ms 3 - 217 MB NPU
encode_value TFLITE float Qualcomm® SA8295P 18.892 ms 3 - 221 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Mobile 6.832 ms 1 - 215 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.392 ms 2 - 202 MB NPU
segment ONNX float Snapdragon® X2 Elite 11.737 ms 21 - 21 MB NPU
segment ONNX float Snapdragon® X Elite 23.197 ms 38 - 38 MB NPU
segment ONNX float Snapdragon® 8 Gen 3 Mobile 17.366 ms 0 - 240 MB NPU
segment ONNX float Snapdragon® 8 Gen 1 Mobile 42.464 ms 3 - 232 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-8275 35.493 ms 21 - 46 MB NPU
segment ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.013 ms 3 - 192 MB NPU
segment ONNX float Qualcomm® QCS8450 42.464 ms 3 - 232 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-9075 35.014 ms 21 - 45 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-X7181 23.197 ms 38 - 38 MB NPU
segment ONNX float Qualcomm® Dragonwing™ Q-8750 13.372 ms 5 - 213 MB NPU
segment ONNX float Snapdragon® 8 Elite Mobile 13.372 ms 5 - 213 MB NPU
segment ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.825 ms 5 - 218 MB NPU
segment TFLITE float Snapdragon® 8 Gen 3 Mobile 17.359 ms 1 - 291 MB NPU
segment TFLITE float Snapdragon® 8 Gen 1 Mobile 41.901 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-8275 35.81 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.173 ms 2 - 4 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.305 ms 2 - 194 MB NPU
segment TFLITE float Qualcomm® SA8650P 33.305 ms 2 - 194 MB NPU
segment TFLITE float Qualcomm® SA8255P 33.305 ms 2 - 194 MB NPU
segment TFLITE float Qualcomm® QCS8450 41.901 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-9075 34.218 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ Q-8750 13.184 ms 0 - 199 MB NPU
segment TFLITE float Qualcomm® SA7255P 103.327 ms 2 - 194 MB NPU
segment TFLITE float Qualcomm® SA8295P 37.542 ms 2 - 202 MB NPU
segment TFLITE float Snapdragon® 8 Elite Mobile 13.184 ms 0 - 199 MB NPU
segment TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.573 ms 0 - 196 MB NPU

License

  • The license for the original implementation of Track-Anything can be found here.

References

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