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Track-Anything

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video-object-tracking
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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +70 -66
README.md CHANGED
@@ -27,8 +27,8 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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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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@@ -63,70 +63,74 @@ See our repository for [Track-Anything on GitHub](https://github.com/quic/ai-hub
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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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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/track_anything/releases/v0.47.0/track_anything-onnx-float.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/track_anything/releases/v0.47.0/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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63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X Elite | 5.57 ms | 19 - 19 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.675 ms | 0 - 201 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.164 ms | 0 - 124 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS9075 | 9.478 ms | 14 - 17 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.949 ms | 0 - 171 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.379 ms | 0 - 175 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X2 Elite | 2.785 ms | 18 - 18 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.091 ms | 0 - 212 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 31.163 ms | 3 - 181 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.95 ms | 3 - 5 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8775P | 9.582 ms | 3 - 181 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS9075 | 11.198 ms | 2 - 29 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.71 ms | 3 - 197 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA7255P | 31.163 ms | 3 - 181 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8295P | 10.413 ms | 3 - 165 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.282 ms | 0 - 182 MB | NPU
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+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.439 ms | 0 - 191 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X Elite | 6.953 ms | 66 - 66 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.048 ms | 63 - 273 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.813 ms | 38 - 57 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS9075 | 11.456 ms | 61 - 64 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.366 ms | 62 - 261 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.505 ms | 0 - 215 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X2 Elite | 3.963 ms | 65 - 65 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.315 ms | 19 - 243 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 130.51 ms | 20 - 39 MB | GPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.598 ms | 20 - 23 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8775P | 45.382 ms | 20 - 205 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS9075 | 12.76 ms | 20 - 63 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 14.022 ms | 20 - 223 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA7255P | 130.51 ms | 20 - 39 MB | GPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8295P | 12.716 ms | 20 - 185 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.406 ms | 19 - 210 MB | NPU
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+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.561 ms | 0 - 227 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X Elite | 12.612 ms | 38 - 38 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.949 ms | 0 - 204 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS8550 (Proxy) | 15.647 ms | 0 - 50 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS9075 | 19.939 ms | 6 - 14 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.417 ms | 9 - 181 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.605 ms | 12 - 179 MB | NPU
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+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X2 Elite | 6.053 ms | 39 - 39 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.3 ms | 2 - 291 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.37 ms | 3 - 223 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 11.833 ms | 3 - 5 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8775P | 17.447 ms | 3 - 219 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS9075 | 18.968 ms | 0 - 55 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.542 ms | 3 - 285 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA7255P | 51.37 ms | 3 - 223 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8295P | 19.782 ms | 3 - 233 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.157 ms | 1 - 203 MB | NPU
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+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.263 ms | 2 - 210 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Snapdragon® X Elite | 23.52 ms | 37 - 37 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.504 ms | 26 - 272 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Qualcomm® QCS8550 (Proxy) | 23.034 ms | 0 - 43 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Qualcomm® QCS9075 | 37.018 ms | 21 - 45 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.654 ms | 7 - 223 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.478 ms | 10 - 223 MB | NPU
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+ | TrackAnythingSegment | ONNX | float | Snapdragon® X2 Elite | 11.859 ms | 38 - 38 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.596 ms | 0 - 286 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 103.823 ms | 2 - 198 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 23.346 ms | 2 - 4 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8775P | 33.686 ms | 2 - 201 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS9075 | 39.234 ms | 0 - 83 MB | NPU
129
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 54.139 ms | 2 - 285 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA7255P | 103.823 ms | 2 - 198 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8295P | 38.752 ms | 2 - 210 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.314 ms | 1 - 209 MB | NPU
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+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.801 ms | 2 - 228 MB | NPU
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  ## License
136
  * The license for the original implementation of Track-Anything can be found