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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 2.773 ms 10 - 10 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.331 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 3.696 ms 9 - 206 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 10.689 ms 9 - 191 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-8275 9.544 ms 8 - 11 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.242 ms 0 - 20 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8450 10.689 ms 9 - 191 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 8.841 ms 8 - 11 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 5.331 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 3.017 ms 1 - 170 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Mobile 3.017 ms 1 - 170 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.401 ms 2 - 175 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 4.068 ms 0 - 212 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 11.854 ms 3 - 200 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 9.534 ms 3 - 31 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 31.25 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.962 ms 3 - 5 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.457 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8650P 9.457 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8255P 9.457 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8450 11.854 ms 3 - 200 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 9.208 ms 2 - 29 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 3.339 ms 0 - 184 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA7255P 31.25 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8295P 10.315 ms 3 - 163 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 3.339 ms 0 - 184 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 3.886 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X Elite 6.566 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 5.064 ms 55 - 257 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 13.497 ms 48 - 251 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-8275 11.554 ms 49 - 52 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.92 ms 42 - 210 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8450 13.497 ms 48 - 251 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 10.665 ms 58 - 60 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.566 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 4.371 ms 52 - 249 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Mobile 4.371 ms 52 - 249 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.475 ms 2 - 181 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 5.511 ms 20 - 236 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 14.187 ms 20 - 223 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 11.819 ms 20 - 64 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-8275 33.593 ms 20 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.817 ms 20 - 22 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.646 ms 20 - 208 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8650P 11.646 ms 20 - 208 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8255P 11.646 ms 20 - 208 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8450 14.187 ms 20 - 223 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.374 ms 20 - 63 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 4.395 ms 19 - 204 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA7255P 33.593 ms 20 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8295P 12.69 ms 20 - 184 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 4.395 ms 19 - 204 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.577 ms 0 - 221 MB NPU
encode_value ONNX float Snapdragon® X2 Elite 8.095 ms 20 - 20 MB NPU
encode_value ONNX float Snapdragon® X Elite 13.213 ms 39 - 39 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 3 Mobile 11.353 ms 0 - 209 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 1 Mobile 31.431 ms 12 - 208 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-8275 18.746 ms 6 - 15 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 17.103 ms 0 - 43 MB NPU
encode_value ONNX float Qualcomm® QCS8450 31.431 ms 12 - 208 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-9075 18.515 ms 6 - 14 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.213 ms 39 - 39 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ Q-8750 9.586 ms 8 - 192 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Mobile 9.586 ms 8 - 192 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.243 ms 8 - 183 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 3 Mobile 8.266 ms 2 - 288 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 1 Mobile 21.443 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-8275 18.152 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-8275 51.337 ms 3 - 217 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.881 ms 3 - 6 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 16.984 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8650P 16.984 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8255P 16.984 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® QCS8450 21.443 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-9075 16.922 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ Q-8750 6.846 ms 3 - 216 MB NPU
encode_value TFLITE float Qualcomm® SA7255P 51.337 ms 3 - 217 MB NPU
encode_value TFLITE float Qualcomm® SA8295P 18.833 ms 3 - 220 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Mobile 6.846 ms 3 - 216 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.388 ms 2 - 202 MB NPU
segment ONNX float Snapdragon® X2 Elite 11.702 ms 21 - 21 MB NPU
segment ONNX float Snapdragon® X Elite 23.37 ms 38 - 38 MB NPU
segment ONNX float Snapdragon® 8 Gen 3 Mobile 17.348 ms 0 - 244 MB NPU
segment ONNX float Snapdragon® 8 Gen 1 Mobile 43.455 ms 1 - 230 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-8275 35.782 ms 21 - 46 MB NPU
segment ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.105 ms 0 - 288 MB NPU
segment ONNX float Qualcomm® QCS8450 43.455 ms 1 - 230 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-9075 34.88 ms 21 - 45 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-X7181 23.37 ms 38 - 38 MB NPU
segment ONNX float Qualcomm® Dragonwing™ Q-8750 13.286 ms 5 - 213 MB NPU
segment ONNX float Snapdragon® 8 Elite Mobile 13.286 ms 5 - 213 MB NPU
segment ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.827 ms 3 - 215 MB NPU
segment TFLITE float Snapdragon® 8 Gen 3 Mobile 17.447 ms 0 - 291 MB NPU
segment TFLITE float Snapdragon® 8 Gen 1 Mobile 43.075 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-8275 35.963 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-8275 103.376 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.199 ms 2 - 4 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.281 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8650P 33.281 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8255P 33.281 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® QCS8450 43.075 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-9075 34.307 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ Q-8750 13.221 ms 0 - 199 MB NPU
segment TFLITE float Qualcomm® SA7255P 103.376 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® SA8295P 37.568 ms 2 - 202 MB NPU
segment TFLITE float Snapdragon® 8 Elite Mobile 13.221 ms 0 - 199 MB NPU
segment TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.594 ms 2 - 199 MB NPU

License

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

References

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