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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 1.24.3 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 2.38 ms 0 - 176 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Mobile 2.944 ms 1 - 165 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X2 Elite 2.793 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.585 ms 19 - 19 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.585 ms 19 - 19 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 3.68 ms 10 - 212 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8550 (Proxy) 5.141 ms 0 - 20 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS9075 9.634 ms 10 - 13 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite For Galaxy Mobile 2.944 ms 1 - 165 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 Elite Mobile 3.288 ms 0 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 4.057 ms 0 - 215 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8275 (Proxy) 31.246 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8550 (Proxy) 5.982 ms 3 - 8 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.456 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.456 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8775P 9.456 ms 3 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS9075 10.697 ms 2 - 29 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® QCS8450 (Proxy) 11.759 ms 3 - 196 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA7255P 31.246 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8295P 10.278 ms 3 - 163 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.288 ms 0 - 180 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.494 ms 0 - 216 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Mobile 4.376 ms 61 - 254 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X2 Elite 3.942 ms 65 - 65 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X Elite 6.908 ms 66 - 66 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® X Elite 6.908 ms 66 - 66 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 5.047 ms 64 - 274 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8550 (Proxy) 6.871 ms 58 - 77 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS9075 11.441 ms 61 - 64 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.376 ms 61 - 254 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.545 ms 0 - 223 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 4.393 ms 19 - 205 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 5.581 ms 19 - 232 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8275 (Proxy) 33.576 ms 20 - 204 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8550 (Proxy) 7.966 ms 18 - 20 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.675 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.675 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.675 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS9075 12.853 ms 20 - 63 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8450 (Proxy) 14.187 ms 20 - 220 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA7255P 33.576 ms 20 - 204 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8295P 12.592 ms 20 - 185 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 4.393 ms 19 - 205 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Gen 5 Mobile 6.639 ms 11 - 177 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Mobile 8.284 ms 8 - 176 MB NPU
encode_value ONNX float Snapdragon® X2 Elite 6.342 ms 39 - 39 MB NPU
encode_value ONNX float Snapdragon® X Elite 12.518 ms 38 - 38 MB NPU
encode_value ONNX float Snapdragon® X Elite 12.518 ms 38 - 38 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 3 Mobile 9.863 ms 0 - 204 MB NPU
encode_value ONNX float Qualcomm® QCS8550 (Proxy) 15.591 ms 0 - 44 MB NPU
encode_value ONNX float Qualcomm® QCS9075 18.566 ms 6 - 14 MB NPU
encode_value ONNX float Snapdragon® 8 Elite For Galaxy Mobile 8.284 ms 8 - 176 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.33 ms 3 - 202 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Mobile 6.829 ms 2 - 214 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 3 Mobile 8.266 ms 3 - 289 MB NPU
encode_value TFLITE float Qualcomm® QCS8275 (Proxy) 51.338 ms 0 - 213 MB NPU
encode_value TFLITE float Qualcomm® QCS8550 (Proxy) 11.899 ms 3 - 5 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 17.032 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 17.032 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 17.032 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® QCS9075 19.763 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® QCS8450 (Proxy) 21.329 ms 3 - 288 MB NPU
encode_value TFLITE float Qualcomm® SA7255P 51.338 ms 0 - 213 MB NPU
encode_value TFLITE float Qualcomm® SA8295P 18.885 ms 3 - 219 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 6.829 ms 2 - 214 MB NPU
segment ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.485 ms 8 - 222 MB NPU
segment ONNX float Snapdragon® 8 Elite Mobile 13.638 ms 5 - 216 MB NPU
segment ONNX float Snapdragon® X2 Elite 11.809 ms 38 - 38 MB NPU
segment ONNX float Snapdragon® X Elite 23.504 ms 37 - 37 MB NPU
segment ONNX float Snapdragon® X Elite 23.504 ms 37 - 37 MB NPU
segment ONNX float Snapdragon® 8 Gen 3 Mobile 17.531 ms 0 - 245 MB NPU
segment ONNX float Qualcomm® QCS8550 (Proxy) 23.248 ms 0 - 43 MB NPU
segment ONNX float Qualcomm® QCS9075 36.384 ms 21 - 45 MB NPU
segment ONNX float Snapdragon® 8 Elite For Galaxy Mobile 13.638 ms 5 - 216 MB NPU
segment TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.448 ms 0 - 194 MB NPU
segment TFLITE float Snapdragon® 8 Elite Mobile 13.272 ms 1 - 197 MB NPU
segment TFLITE float Snapdragon® 8 Gen 3 Mobile 17.409 ms 2 - 289 MB NPU
segment TFLITE float Qualcomm® QCS8275 (Proxy) 103.489 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® QCS8550 (Proxy) 23.401 ms 2 - 5 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.353 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.353 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.353 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® QCS9075 38.107 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® QCS8450 (Proxy) 42.635 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® SA7255P 103.489 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® SA8295P 37.703 ms 0 - 199 MB NPU
segment TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 13.272 ms 1 - 197 MB NPU

License

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

References

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