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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:

  • 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® X2 Elite 3.939 ms 10 - 10 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® X Elite 5.392 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 3.686 ms 0 - 198 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 10.648 ms 9 - 191 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.22 ms 0 - 20 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® QCS8450 10.648 ms 9 - 191 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 8.802 ms 8 - 11 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 5.392 ms 18 - 18 MB NPU
encode_key_with_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 3.004 ms 0 - 169 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Mobile 3.004 ms 0 - 169 MB NPU
encode_key_with_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.377 ms 0 - 174 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 4.065 ms 0 - 210 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 11.713 ms 0 - 194 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8275 31.245 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.937 ms 4 - 6 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 11.713 ms 0 - 194 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 9.159 ms 2 - 29 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 3.293 ms 0 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA7255P 31.245 ms 3 - 179 MB NPU
encode_key_with_shrinkage TFLITE float Qualcomm® SA8295P 10.348 ms 3 - 163 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 3.293 ms 0 - 180 MB NPU
encode_key_with_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.467 ms 0 - 184 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 6.806 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 3 Mobile 5.046 ms 55 - 257 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Gen 1 Mobile 13.545 ms 44 - 247 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.863 ms 24 - 64 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® QCS8450 13.545 ms 44 - 247 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-9075 10.621 ms 52 - 55 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.806 ms 80 - 80 MB NPU
encode_key_without_shrinkage ONNX float Qualcomm® Dragonwing™ Q-8750 4.385 ms 52 - 248 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Mobile 4.385 ms 52 - 248 MB NPU
encode_key_without_shrinkage ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.474 ms 0 - 178 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 3 Mobile 5.58 ms 0 - 214 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Gen 1 Mobile 14.156 ms 0 - 202 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8275 33.555 ms 11 - 194 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.794 ms 14 - 16 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8775P 11.674 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8650P 11.674 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8255P 11.674 ms 20 - 207 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® QCS8450 14.156 ms 0 - 202 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.337 ms 20 - 63 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® Dragonwing™ Q-8750 4.42 ms 18 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA7255P 33.555 ms 11 - 194 MB NPU
encode_key_without_shrinkage TFLITE float Qualcomm® SA8295P 12.718 ms 20 - 184 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Mobile 4.42 ms 18 - 203 MB NPU
encode_key_without_shrinkage TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.574 ms 0 - 221 MB NPU
encode_value ONNX float Snapdragon® X2 Elite 6.553 ms 20 - 20 MB NPU
encode_value ONNX float Snapdragon® X Elite 13.249 ms 39 - 39 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 3 Mobile 11.379 ms 0 - 209 MB NPU
encode_value ONNX float Snapdragon® 8 Gen 1 Mobile 31.596 ms 12 - 208 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 16.791 ms 0 - 50 MB NPU
encode_value ONNX float Qualcomm® QCS8450 31.596 ms 12 - 208 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-9075 20.338 ms 6 - 14 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.249 ms 39 - 39 MB NPU
encode_value ONNX float Qualcomm® Dragonwing™ Q-8750 9.547 ms 7 - 191 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Mobile 9.547 ms 7 - 191 MB NPU
encode_value ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.222 ms 5 - 179 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 3 Mobile 8.241 ms 1 - 286 MB NPU
encode_value TFLITE float Snapdragon® 8 Gen 1 Mobile 21.253 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ QCS8275 51.329 ms 3 - 217 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.857 ms 3 - 6 MB NPU
encode_value TFLITE float Qualcomm® SA8775P 17.008 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8650P 17.008 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® SA8255P 17.008 ms 3 - 215 MB NPU
encode_value TFLITE float Qualcomm® QCS8450 21.253 ms 3 - 291 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ IQ-9075 17.086 ms 0 - 55 MB NPU
encode_value TFLITE float Qualcomm® Dragonwing™ Q-8750 6.861 ms 3 - 213 MB NPU
encode_value TFLITE float Qualcomm® SA7255P 51.329 ms 3 - 217 MB NPU
encode_value TFLITE float Qualcomm® SA8295P 18.842 ms 0 - 216 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Mobile 6.861 ms 3 - 213 MB NPU
encode_value TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.401 ms 1 - 201 MB NPU
segment ONNX float Snapdragon® X2 Elite 11.676 ms 21 - 21 MB NPU
segment ONNX float Snapdragon® X Elite 23.175 ms 37 - 37 MB NPU
segment ONNX float Snapdragon® 8 Gen 3 Mobile 17.336 ms 25 - 267 MB NPU
segment ONNX float Snapdragon® 8 Gen 1 Mobile 43.443 ms 2 - 232 MB NPU
segment ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.068 ms 0 - 45 MB NPU
segment ONNX float Qualcomm® QCS8450 43.443 ms 2 - 232 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-9075 35.156 ms 21 - 45 MB NPU
segment ONNX float Qualcomm® Dragonwing™ IQ-X7181 23.175 ms 37 - 37 MB NPU
segment ONNX float Qualcomm® Dragonwing™ Q-8750 13.315 ms 5 - 211 MB NPU
segment ONNX float Snapdragon® 8 Elite Mobile 13.315 ms 5 - 211 MB NPU
segment ONNX float Snapdragon® 8 Elite Gen 5 Mobile 10.822 ms 5 - 216 MB NPU
segment TFLITE float Snapdragon® 8 Gen 3 Mobile 17.433 ms 1 - 292 MB NPU
segment TFLITE float Snapdragon® 8 Gen 1 Mobile 42.34 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ QCS8275 103.337 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.541 ms 2 - 4 MB NPU
segment TFLITE float Qualcomm® SA8775P 33.286 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8650P 33.286 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® SA8255P 33.286 ms 2 - 193 MB NPU
segment TFLITE float Qualcomm® QCS8450 42.34 ms 2 - 294 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ IQ-9075 35.307 ms 0 - 83 MB NPU
segment TFLITE float Qualcomm® Dragonwing™ Q-8750 13.196 ms 0 - 195 MB NPU
segment TFLITE float Qualcomm® SA7255P 103.337 ms 2 - 195 MB NPU
segment TFLITE float Qualcomm® SA8295P 37.583 ms 2 - 202 MB NPU
segment TFLITE float Snapdragon® 8 Elite Mobile 13.196 ms 0 - 195 MB NPU
segment TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 11.574 ms 2 - 197 MB NPU

License

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

References

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