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--- |
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library_name: pytorch |
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license: other |
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tags: |
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- android |
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pipeline_tag: video-object-tracking |
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--- |
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# Track-Anything: Optimized for Qualcomm Devices |
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Track-Anything is a video based machine learning model to track an object in a video. |
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This is based on the implementation of Track-Anything found [here](https://github.com/gaomingqi/Track-Anything). |
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This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/track_anything) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary). |
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Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device. |
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## Getting Started |
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There are two ways to deploy this model on your device: |
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### Option 1: Download Pre-Exported Models |
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Below are pre-exported model assets ready for deployment. |
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| Runtime | Precision | Chipset | SDK Versions | Download | |
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| ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/track_anything/releases/v0.46.0/track_anything-onnx-float.zip) |
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| TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/track_anything/releases/v0.46.0/track_anything-tflite-float.zip) |
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For more device-specific assets and performance metrics, visit **[Track-Anything on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/track_anything)**. |
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### Option 2: Export with Custom Configurations |
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Use the [Qualcomm® AI Hub Models](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/track_anything) Python library to compile and export the model with your own: |
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- Custom weights (e.g., fine-tuned checkpoints) |
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- Custom input shapes |
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- Target device and runtime configurations |
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This option is ideal if you need to customize the model beyond the default configuration provided here. |
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See our repository for [Track-Anything on GitHub](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/track_anything) for usage instructions. |
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## Model Details |
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**Model Type:** Model_use_case.video_object_tracking |
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**Model Stats:** |
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- Model checkpoint: xmem |
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- Input resolution: 320x568 |
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- Number of parameters (TrackAnythingEncodeKeyWithShrinkage): 9.72M |
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- Model size (TrackAnythingEncodeKeyWithShrinkage) (float): 37.1 MB |
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- Number of parameters (TrackAnythingEncodeValue): 23.3M |
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- Model size (TrackAnythingEncodeValue) (float): 88.8 MB |
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- Number of parameters (TrackAnythingEncodeKeyWithoutShrinkage): 9.71M |
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- Model size (TrackAnythingEncodeKeyWithoutShrinkage) (float): 37.1 MB |
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- Number of parameters (TrackAnythingSegment): 30.1M |
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- Model size (TrackAnythingSegment) (float): 115 MB |
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## Performance Summary |
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
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|---|---|---|---|---|---|--- |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X Elite | 5.562 ms | 19 - 19 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.893 ms | 10 - 152 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.415 ms | 0 - 20 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS9075 | 9.595 ms | 10 - 13 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.175 ms | 0 - 115 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.572 ms | 0 - 117 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.098 ms | 0 - 217 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 31.289 ms | 3 - 181 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.889 ms | 3 - 34 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8775P | 41.8 ms | 3 - 181 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS9075 | 11.161 ms | 2 - 29 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.69 ms | 3 - 201 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA7255P | 31.289 ms | 3 - 181 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8295P | 10.203 ms | 3 - 164 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.32 ms | 0 - 187 MB | NPU |
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| TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.45 ms | 0 - 191 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X Elite | 6.877 ms | 66 - 66 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.172 ms | 64 - 212 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 7.005 ms | 58 - 78 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS9075 | 11.772 ms | 62 - 64 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.611 ms | 61 - 208 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.76 ms | 0 - 155 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.302 ms | 20 - 239 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 33.117 ms | 20 - 205 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.511 ms | 18 - 20 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8775P | 11.533 ms | 20 - 206 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS9075 | 12.674 ms | 20 - 63 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 14.205 ms | 20 - 221 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA7255P | 33.117 ms | 20 - 205 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8295P | 12.482 ms | 20 - 184 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.413 ms | 19 - 205 MB | NPU |
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| TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.729 ms | 0 - 229 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Snapdragon® X Elite | 12.251 ms | 38 - 38 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.039 ms | 0 - 150 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS8550 (Proxy) | 15.664 ms | 0 - 52 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS9075 | 19.384 ms | 6 - 14 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.45 ms | 7 - 127 MB | NPU |
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| TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.443 ms | 4 - 125 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.276 ms | 2 - 290 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.6 ms | 3 - 224 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 11.859 ms | 3 - 6 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8775P | 17.544 ms | 3 - 218 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS9075 | 18.977 ms | 0 - 55 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.669 ms | 3 - 285 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA7255P | 51.6 ms | 3 - 224 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8295P | 19.664 ms | 0 - 223 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.178 ms | 2 - 197 MB | NPU |
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| TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.542 ms | 2 - 213 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Snapdragon® X Elite | 23.784 ms | 38 - 38 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.9 ms | 4 - 191 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Qualcomm® QCS8550 (Proxy) | 24.373 ms | 17 - 28 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Qualcomm® QCS9075 | 39.271 ms | 21 - 45 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.036 ms | 5 - 166 MB | NPU |
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| TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.769 ms | 6 - 170 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.532 ms | 0 - 283 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 521.551 ms | 38 - 56 MB | GPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 23.497 ms | 0 - 239 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® SA8775P | 33.249 ms | 0 - 196 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® QCS9075 | 38.367 ms | 0 - 83 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 54.61 ms | 2 - 285 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® SA7255P | 521.551 ms | 38 - 56 MB | GPU |
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| TrackAnythingSegment | TFLITE | float | Qualcomm® SA8295P | 37.307 ms | 2 - 209 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.587 ms | 1 - 204 MB | NPU |
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| TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.892 ms | 2 - 227 MB | NPU |
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## License |
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* The license for the original implementation of Track-Anything can be found |
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[here](https://github.com/gaomingqi/Track-Anything/blob/master/LICENSE). |
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## References |
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* [Track Anything: Segment Anything Meets Videos](https://arxiv.org/abs/2304.11968) |
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* [Source Model Implementation](https://github.com/gaomingqi/Track-Anything) |
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## Community |
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* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI. |
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* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com). |
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