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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 2.42, ONNX Runtime 1.25.0 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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.382 ms 0 - 175 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X2 Elite 2.773 ms 184 - 184 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.314 ms 158 - 158 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 3.692 ms 0 - 203 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8550 (Proxy) 5.16 ms 0 - 105 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.943 ms 1 - 169 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS9075 9.61 ms 8 - 53 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8750 2.943 ms 1 - 169 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS7181 5.314 ms 158 - 158 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.425 ms 0 - 188 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 4.064 ms 2 - 212 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8275 31.273 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8550 (Proxy) 5.981 ms 3 - 6 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.448 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8650P 9.448 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8255P 9.448 ms 3 - 181 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8450 (Proxy) 11.788 ms 0 - 194 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.279 ms 0 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS9075 10.691 ms 2 - 29 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA7255P 31.273 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8295P 10.304 ms 3 - 163 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8750 3.279 ms 0 - 180 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.501 ms 1 - 216 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X2 Elite 3.931 ms 210 - 210 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X Elite 6.707 ms 175 - 175 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 5.018 ms 55 - 266 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8550 (Proxy) 6.844 ms 47 - 64 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.375 ms 52 - 248 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS9075 11.521 ms 54 - 99 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8750 4.375 ms 52 - 248 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS7181 6.707 ms 175 - 175 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.545 ms 0 - 224 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 5.607 ms 20 - 234 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8275 33.592 ms 20 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8550 (Proxy) 7.842 ms 20 - 23 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.643 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8650P 11.643 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8255P 11.643 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8450 (Proxy) 14.212 ms 0 - 202 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 4.39 ms 20 - 205 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS9075 13.042 ms 20 - 63 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA7255P 33.592 ms 20 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8295P 12.578 ms 20 - 184 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8750 4.39 ms 20 - 205 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Gen 5 Mobile 6.653 ms 13 - 182 MB NPU
encode_value ONNX float Snapdragon® X2 Elite 6.338 ms 206 - 206 MB NPU
encode_value ONNX float Snapdragon® X Elite 12.365 ms 175 - 175 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 3 Mobile 9.866 ms 13 - 222 MB NPU
encode_value ONNX float Qualcomm® QCS8550 (Proxy) 15.635 ms 0 - 59 MB NPU
encode_value ONNX float Snapdragon® 8 Elite For Galaxy Mobile 8.274 ms 0 - 170 MB NPU
encode_value ONNX float Qualcomm® QCS9075 18.195 ms 6 - 51 MB NPU
encode_value ONNX float Qualcomm® QCS8750 8.274 ms 0 - 170 MB NPU
encode_value ONNX float Qualcomm® QCS7181 12.365 ms 175 - 175 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.312 ms 2 - 203 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 3 Mobile 8.23 ms 0 - 285 MB NPU
encode_value TFLITE float Qualcomm® QCS8275 51.367 ms 3 - 218 MB NPU
encode_value TFLITE float Qualcomm® QCS8550 (Proxy) 11.906 ms 3 - 5 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 17.036 ms 3 - 214 MB NPU
encode_value TFLITE float Qualcomm® SA8650P 17.036 ms 3 - 214 MB NPU
encode_value TFLITE float Qualcomm® SA8255P 17.036 ms 3 - 214 MB NPU
encode_value TFLITE float Qualcomm® QCS8450 (Proxy) 21.18 ms 3 - 291 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 6.848 ms 1 - 211 MB NPU
encode_value TFLITE float Qualcomm® QCS9075 19.032 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® SA7255P 51.367 ms 3 - 218 MB NPU
encode_value TFLITE float Qualcomm® SA8295P 18.802 ms 3 - 221 MB NPU
encode_value TFLITE float Qualcomm® QCS8750 6.848 ms 1 - 211 MB NPU
segment ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.473 ms 25 - 241 MB NPU
segment ONNX float Snapdragon® X2 Elite 11.707 ms 191 - 191 MB NPU
segment ONNX float Snapdragon® X Elite 23.418 ms 155 - 155 MB NPU
segment ONNX float Snapdragon® 8 Gen 3 Mobile 17.435 ms 25 - 269 MB NPU
segment ONNX float Qualcomm® QCS8550 (Proxy) 23.259 ms 1 - 71 MB NPU
segment ONNX float Snapdragon® 8 Elite For Galaxy Mobile 13.603 ms 4 - 218 MB NPU
segment ONNX float Qualcomm® QCS9075 39.33 ms 21 - 77 MB NPU
segment ONNX float Qualcomm® QCS8750 13.603 ms 4 - 218 MB NPU
segment ONNX float Qualcomm® QCS7181 23.418 ms 155 - 155 MB NPU
segment TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.441 ms 1 - 195 MB NPU
segment TFLITE float Snapdragon® 8 Gen 3 Mobile 17.413 ms 0 - 289 MB NPU
segment TFLITE float Qualcomm® QCS8275 103.392 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® QCS8550 (Proxy) 23.393 ms 2 - 5 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.283 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8650P 33.283 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8255P 33.283 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® QCS8450 (Proxy) 42.312 ms 2 - 294 MB NPU
segment TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 13.181 ms 1 - 196 MB NPU
segment TFLITE float Qualcomm® QCS9075 38.528 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® SA7255P 103.392 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® SA8295P 37.513 ms 2 - 201 MB NPU
segment TFLITE float Qualcomm® QCS8750 13.181 ms 1 - 196 MB NPU

License

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

References

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