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Track-Anything

PyTorch
android
video-object-tracking
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +72 -72
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: video-object-tracking
14
  Track-Anything is a video based machine learning model to track an object in a video.
15
 
16
  This is based on the implementation of Track-Anything found [here](https://github.com/gaomingqi/Track-Anything).
17
- 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).
18
 
19
  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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@@ -27,22 +27,22 @@ Below are pre-exported model assets ready for deployment.
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28
  | 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)
31
- | 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)
32
 
33
  For more device-specific assets and performance metrics, visit **[Track-Anything on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/track_anything)**.
34
 
35
 
36
  ### Option 2: Export with Custom Configurations
37
 
38
- 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:
39
  - Custom weights (e.g., fine-tuned checkpoints)
40
  - Custom input shapes
41
  - Target device and runtime configurations
42
 
43
  This option is ideal if you need to customize the model beyond the default configuration provided here.
44
 
45
- 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.
46
 
47
  ## Model Details
48
 
@@ -63,74 +63,74 @@ See our repository for [Track-Anything on GitHub](https://github.com/quic/ai-hub
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
67
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.675 ms | 0 - 201 MB | NPU
68
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.164 ms | 0 - 124 MB | NPU
69
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS9075 | 9.478 ms | 14 - 17 MB | NPU
70
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.949 ms | 0 - 171 MB | NPU
71
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.379 ms | 0 - 175 MB | NPU
72
- | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X2 Elite | 2.785 ms | 18 - 18 MB | NPU
73
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.091 ms | 0 - 212 MB | NPU
74
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 31.163 ms | 3 - 181 MB | NPU
75
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.95 ms | 3 - 5 MB | NPU
76
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8775P | 9.582 ms | 3 - 181 MB | NPU
77
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS9075 | 11.198 ms | 2 - 29 MB | NPU
78
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.71 ms | 3 - 197 MB | NPU
79
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA7255P | 31.163 ms | 3 - 181 MB | NPU
80
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8295P | 10.413 ms | 3 - 165 MB | NPU
81
- | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.282 ms | 0 - 182 MB | NPU
82
  | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.439 ms | 0 - 191 MB | NPU
83
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X Elite | 6.953 ms | 66 - 66 MB | NPU
84
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.048 ms | 63 - 273 MB | NPU
85
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.813 ms | 38 - 57 MB | NPU
86
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS9075 | 11.456 ms | 61 - 64 MB | NPU
87
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.366 ms | 62 - 261 MB | NPU
88
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.505 ms | 0 - 215 MB | NPU
89
- | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X2 Elite | 3.963 ms | 65 - 65 MB | NPU
90
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.315 ms | 19 - 243 MB | NPU
91
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 130.51 ms | 20 - 39 MB | GPU
92
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.598 ms | 20 - 23 MB | NPU
93
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8775P | 45.382 ms | 20 - 205 MB | NPU
94
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS9075 | 12.76 ms | 20 - 63 MB | NPU
95
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 14.022 ms | 20 - 223 MB | NPU
96
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA7255P | 130.51 ms | 20 - 39 MB | GPU
97
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8295P | 12.716 ms | 20 - 185 MB | NPU
98
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.406 ms | 19 - 210 MB | NPU
99
- | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.561 ms | 0 - 227 MB | NPU
100
- | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X Elite | 12.612 ms | 38 - 38 MB | NPU
101
- | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.949 ms | 0 - 204 MB | NPU
102
- | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS8550 (Proxy) | 15.647 ms | 0 - 50 MB | NPU
103
- | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS9075 | 19.939 ms | 6 - 14 MB | NPU
104
- | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.417 ms | 9 - 181 MB | NPU
105
- | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.605 ms | 12 - 179 MB | NPU
106
- | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X2 Elite | 6.053 ms | 39 - 39 MB | NPU
107
- | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.3 ms | 2 - 291 MB | NPU
108
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.37 ms | 3 - 223 MB | NPU
109
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 11.833 ms | 3 - 5 MB | NPU
110
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8775P | 17.447 ms | 3 - 219 MB | NPU
111
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS9075 | 18.968 ms | 0 - 55 MB | NPU
112
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.542 ms | 3 - 285 MB | NPU
113
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA7255P | 51.37 ms | 3 - 223 MB | NPU
114
- | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8295P | 19.782 ms | 3 - 233 MB | NPU
115
- | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.157 ms | 1 - 203 MB | NPU
116
- | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.263 ms | 2 - 210 MB | NPU
117
- | TrackAnythingSegment | ONNX | float | Snapdragon® X Elite | 23.52 ms | 37 - 37 MB | NPU
118
- | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.504 ms | 26 - 272 MB | NPU
119
- | TrackAnythingSegment | ONNX | float | Qualcomm® QCS8550 (Proxy) | 23.034 ms | 0 - 43 MB | NPU
120
- | TrackAnythingSegment | ONNX | float | Qualcomm® QCS9075 | 37.018 ms | 21 - 45 MB | NPU
121
- | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.654 ms | 7 - 223 MB | NPU
122
- | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.478 ms | 10 - 223 MB | NPU
123
- | TrackAnythingSegment | ONNX | float | Snapdragon® X2 Elite | 11.859 ms | 38 - 38 MB | NPU
124
- | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.596 ms | 0 - 286 MB | NPU
125
- | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 103.823 ms | 2 - 198 MB | NPU
126
- | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 23.346 ms | 2 - 4 MB | NPU
127
- | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8775P | 33.686 ms | 2 - 201 MB | NPU
128
- | 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
130
- | TrackAnythingSegment | TFLITE | float | Qualcomm® SA7255P | 103.823 ms | 2 - 198 MB | NPU
131
- | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8295P | 38.752 ms | 2 - 210 MB | NPU
132
- | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.314 ms | 1 - 209 MB | NPU
133
- | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.801 ms | 2 - 228 MB | NPU
134
 
135
  ## License
136
  * The license for the original implementation of Track-Anything can be found
 
14
  Track-Anything is a video based machine learning model to track an object in a video.
15
 
16
  This is based on the implementation of Track-Anything found [here](https://github.com/gaomingqi/Track-Anything).
17
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/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).
18
 
19
  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.
20
 
 
27
 
28
  | 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/v0.48.0/track_anything-onnx-float.zip)
31
+ | 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/v0.48.0/track_anything-tflite-float.zip)
32
 
33
  For more device-specific assets and performance metrics, visit **[Track-Anything on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/track_anything)**.
34
 
35
 
36
  ### Option 2: Export with Custom Configurations
37
 
38
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/track_anything) Python library to compile and export the model with your own:
39
  - Custom weights (e.g., fine-tuned checkpoints)
40
  - Custom input shapes
41
  - Target device and runtime configurations
42
 
43
  This option is ideal if you need to customize the model beyond the default configuration provided here.
44
 
45
+ See our repository for [Track-Anything on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/track_anything) for usage instructions.
46
 
47
  ## Model Details
48
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X2 Elite | 2.824 ms | 18 - 18 MB | NPU
67
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® X Elite | 5.571 ms | 19 - 19 MB | NPU
68
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.67 ms | 0 - 203 MB | NPU
69
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.166 ms | 0 - 20 MB | NPU
70
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Qualcomm® QCS9075 | 9.491 ms | 9 - 12 MB | NPU
71
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.941 ms | 0 - 166 MB | NPU
72
+ | TrackAnythingEncodeKeyWithShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.378 ms | 1 - 176 MB | NPU
73
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.086 ms | 0 - 213 MB | NPU
74
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 31.193 ms | 3 - 181 MB | NPU
75
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.947 ms | 3 - 26 MB | NPU
76
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8775P | 41.728 ms | 3 - 181 MB | NPU
77
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS9075 | 11.551 ms | 2 - 29 MB | NPU
78
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 11.767 ms | 3 - 198 MB | NPU
79
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA7255P | 31.193 ms | 3 - 181 MB | NPU
80
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Qualcomm® SA8295P | 10.376 ms | 3 - 165 MB | NPU
81
+ | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.32 ms | 0 - 180 MB | NPU
82
  | TrackAnythingEncodeKeyWithShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.439 ms | 0 - 191 MB | NPU
83
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X2 Elite | 3.939 ms | 65 - 65 MB | NPU
84
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® X Elite | 6.966 ms | 66 - 66 MB | NPU
85
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.069 ms | 64 - 276 MB | NPU
86
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6.815 ms | 58 - 78 MB | NPU
87
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Qualcomm® QCS9075 | 11.463 ms | 61 - 63 MB | NPU
88
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.356 ms | 61 - 253 MB | NPU
89
+ | TrackAnythingEncodeKeyWithoutShrinkage | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.492 ms | 0 - 216 MB | NPU
90
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.366 ms | 19 - 241 MB | NPU
91
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 33.133 ms | 20 - 204 MB | NPU
92
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.514 ms | 18 - 20 MB | NPU
93
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8775P | 11.394 ms | 20 - 206 MB | NPU
94
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS9075 | 12.953 ms | 20 - 63 MB | NPU
95
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 14.159 ms | 20 - 222 MB | NPU
96
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA7255P | 33.133 ms | 20 - 204 MB | NPU
97
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Qualcomm® SA8295P | 12.751 ms | 20 - 186 MB | NPU
98
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 4.391 ms | 20 - 206 MB | NPU
99
+ | TrackAnythingEncodeKeyWithoutShrinkage | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.553 ms | 0 - 226 MB | NPU
100
+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X2 Elite | 6.037 ms | 39 - 39 MB | NPU
101
+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® X Elite | 12.514 ms | 38 - 38 MB | NPU
102
+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.904 ms | 0 - 206 MB | NPU
103
+ | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS8550 (Proxy) | 15.636 ms | 0 - 45 MB | NPU
104
+ | TrackAnythingEncodeValue | ONNX | float | Qualcomm® QCS9075 | 20.008 ms | 6 - 14 MB | NPU
105
+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.398 ms | 7 - 175 MB | NPU
106
+ | TrackAnythingEncodeValue | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.63 ms | 2 - 168 MB | NPU
107
+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.311 ms | 2 - 292 MB | NPU
108
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 51.388 ms | 3 - 225 MB | NPU
109
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 11.88 ms | 0 - 2 MB | NPU
110
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8775P | 17.427 ms | 3 - 219 MB | NPU
111
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS9075 | 18.655 ms | 0 - 55 MB | NPU
112
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 22.491 ms | 3 - 284 MB | NPU
113
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA7255P | 51.388 ms | 3 - 225 MB | NPU
114
+ | TrackAnythingEncodeValue | TFLITE | float | Qualcomm® SA8295P | 19.789 ms | 3 - 233 MB | NPU
115
+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.135 ms | 3 - 200 MB | NPU
116
+ | TrackAnythingEncodeValue | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.274 ms | 1 - 210 MB | NPU
117
+ | TrackAnythingSegment | ONNX | float | Snapdragon® X2 Elite | 15.069 ms | 38 - 38 MB | NPU
118
+ | TrackAnythingSegment | ONNX | float | Snapdragon® X Elite | 23.479 ms | 37 - 37 MB | NPU
119
+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 17.456 ms | 25 - 270 MB | NPU
120
+ | TrackAnythingSegment | ONNX | float | Qualcomm® QCS8550 (Proxy) | 23.435 ms | 0 - 45 MB | NPU
121
+ | TrackAnythingSegment | ONNX | float | Qualcomm® QCS9075 | 36.822 ms | 21 - 45 MB | NPU
122
+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.542 ms | 5 - 216 MB | NPU
123
+ | TrackAnythingSegment | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.474 ms | 26 - 239 MB | NPU
124
+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 17.924 ms | 0 - 290 MB | NPU
125
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 103.816 ms | 2 - 198 MB | NPU
126
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 23.485 ms | 2 - 4 MB | NPU
127
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8775P | 33.692 ms | 2 - 202 MB | NPU
128
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS9075 | 38.353 ms | 0 - 83 MB | NPU
129
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 54.127 ms | 2 - 285 MB | NPU
130
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA7255P | 103.816 ms | 2 - 198 MB | NPU
131
+ | TrackAnythingSegment | TFLITE | float | Qualcomm® SA8295P | 38.674 ms | 2 - 209 MB | NPU
132
+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 13.286 ms | 1 - 210 MB | NPU
133
+ | TrackAnythingSegment | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 10.788 ms | 0 - 226 MB | NPU
134
 
135
  ## License
136
  * The license for the original implementation of Track-Anything can be found