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Depth-Anything

Depth Estimation
PyTorch
android
Model card Files
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v0.52.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.52.0 for changelog.

Files changed (2) hide show
  1. README.md +54 -43
  2. release_assets.json +12 -5
README.md CHANGED
@@ -27,10 +27,11 @@ 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 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-qnn_dlc-w8a16.zip)
 
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  For more device-specific assets and performance metrics, visit **[Depth-Anything on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything)**.
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@@ -59,45 +60,55 @@ See our repository for [Depth-Anything on GitHub](https://github.com/qualcomm/ai
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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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- | Depth-Anything | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.44 ms | 5 - 704 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® X2 Elite | 34.637 ms | 52 - 52 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® X Elite | 80.377 ms | 51 - 51 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 53.093 ms | 0 - 953 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 80.377 ms | 4 - 10 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 91.266 ms | 3 - 9 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 45.73 ms | 2 - 767 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 27.88 ms | 11 - 853 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® X2 Elite | 26.553 ms | 30 - 30 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® X Elite | 56.106 ms | 27 - 27 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 41.826 ms | 13 - 1080 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS6490 | 3249.123 ms | 163 - 167 MB | CPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 57.318 ms | 0 - 38 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS9075 | 82.969 ms | 12 - 15 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCM6690 | 1708.86 ms | 161 - 176 MB | CPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 32.034 ms | 12 - 841 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1625.402 ms | 165 - 180 MB | CPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 38.454 ms | 3 - 521 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® X2 Elite | 39.041 ms | 3 - 3 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 94.105 ms | 3 - 3 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 73.042 ms | 0 - 695 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 207.871 ms | 0 - 510 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 99.439 ms | 3 - 5 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 100.762 ms | 0 - 497 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 100.814 ms | 3 - 9 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 172.268 ms | 2 - 587 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 207.871 ms | 0 - 510 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 142.74 ms | 0 - 518 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 53.399 ms | 0 - 502 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 86.379 ms | 2 - 1956 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 74.182 ms | 2 - 2 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® X Elite | 146.222 ms | 2 - 2 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 120.444 ms | 0 - 2117 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 277.884 ms | 2 - 1855 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 151.76 ms | 2 - 4 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® SA8775P | 150.505 ms | 2 - 1855 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 156.636 ms | 2 - 5 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® SA7255P | 277.884 ms | 2 - 1855 MB | NPU
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- | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 97.142 ms | 2 - 1815 MB | NPU
 
 
 
 
 
 
 
 
 
 
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  ## License
103
  * The license for the original implementation of Depth-Anything can be found
 
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28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[Depth-Anything on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything)**.
37
 
 
60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 29.907 ms | 5 - 534 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® X2 Elite | 30.238 ms | 49 - 49 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® X Elite | 73.751 ms | 48 - 48 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.981 ms | 1 - 684 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 72.362 ms | 0 - 55 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 90.779 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 36.573 ms | 2 - 535 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.695 ms | 3 - 545 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X2 Elite | 29.186 ms | 30 - 30 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X Elite | 58.694 ms | 29 - 29 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 39.375 ms | 3 - 992 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS6490 | 3244.697 ms | 154 - 159 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 56.319 ms | 0 - 35 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS9075 | 83.837 ms | 2 - 5 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCM6690 | 1708.433 ms | 158 - 173 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 35.574 ms | 3 - 619 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1628.502 ms | 156 - 172 MB | CPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 33.83 ms | 2 - 456 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X2 Elite | 36.24 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 92.058 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 66.369 ms | 0 - 620 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 205.789 ms | 1 - 474 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 92.607 ms | 3 - 66 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 97.875 ms | 1 - 477 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 103.259 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 158.621 ms | 2 - 538 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 205.789 ms | 1 - 474 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 125.174 ms | 1 - 432 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 50.765 ms | 3 - 471 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 89.803 ms | 4 - 1903 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 77.925 ms | 2 - 2 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® X Elite | 152.132 ms | 2 - 2 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 123.444 ms | 2 - 2186 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 285.651 ms | 2 - 1931 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 156.394 ms | 2 - 8 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® SA8775P | 155.738 ms | 2 - 1783 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 158.894 ms | 2 - 5 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Qualcomm® SA7255P | 285.651 ms | 2 - 1931 MB | NPU
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+ | Depth-Anything | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 101.092 ms | 2 - 1915 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.415 ms | 1 - 467 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 56.457 ms | 0 - 605 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 184.619 ms | 0 - 466 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 78.73 ms | 1 - 11 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA8775P | 83.715 ms | 1 - 460 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS9075 | 96.128 ms | 0 - 58 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 153.955 ms | 1 - 594 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA7255P | 184.619 ms | 0 - 466 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA8295P | 109.28 ms | 1 - 452 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.911 ms | 0 - 433 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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  {
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- "version": "0.51.0",
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  "precisions": {
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  "w8a16": {
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  "universal_assets": {
@@ -7,31 +7,38 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-qnn_dlc-w8a16.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.24.3"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-onnx-w8a16.zip"
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  }
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  }
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  },
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  "float": {
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  "universal_assets": {
 
 
 
 
 
 
 
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.24.3"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.51.0/depth_anything-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.52.0",
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  "precisions": {
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  "w8a16": {
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  "universal_assets": {
 
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-qnn_dlc-w8a16.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.24.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-onnx-w8a16.zip"
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  }
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  }
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  },
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  "float": {
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  "universal_assets": {
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+ "tflite": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.2"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-tflite-float.zip"
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+ },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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  "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.24.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.52.0/depth_anything-onnx-float.zip"
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  }
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  }
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  }