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Depth-Anything

Depth Estimation
PyTorch
android
Model card Files
xet
 Community
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v0.50.2

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +32 -44
  2. release_assets.json +1 -1
README.md CHANGED
@@ -27,11 +27,9 @@ 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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-qnn_dlc-w8a16.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/depth_anything/releases/v0.50.1/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)**.
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@@ -60,45 +58,35 @@ 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 | 34.956 ms | 5 - 663 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® X2 Elite | 34.486 ms | 51 - 51 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® X Elite | 79.348 ms | 50 - 50 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 55.548 ms | 0 - 852 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 75.974 ms | 0 - 55 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 98.569 ms | 3 - 9 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.337 ms | 2 - 657 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 27.119 ms | 3 - 575 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® X2 Elite | 26.248 ms | 30 - 30 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® X Elite | 54.935 ms | 29 - 29 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 40.72 ms | 3 - 1050 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS6490 | 3239.547 ms | 159 - 164 MB | CPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 55.867 ms | 0 - 725 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS9075 | 79.176 ms | 2 - 5 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Qualcomm® QCM6690 | 1687.184 ms | 160 - 175 MB | CPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 32.243 ms | 3 - 837 MB | NPU
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- | Depth-Anything | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1621.137 ms | 160 - 177 MB | CPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.061 ms | 3 - 505 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® X2 Elite | 34.659 ms | 3 - 3 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 76.291 ms | 3 - 3 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.577 ms | 3 - 663 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 176.103 ms | 0 - 491 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.855 ms | 3 - 5 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 80.684 ms | 1 - 496 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 96.443 ms | 3 - 9 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 118.134 ms | 0 - 608 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 176.103 ms | 0 - 491 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 104.536 ms | 0 - 520 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.791 ms | 2 - 496 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.464 ms | 1 - 465 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 50.445 ms | 0 - 595 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 176.503 ms | 1 - 445 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 72.401 ms | 1 - 12 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA8775P | 377.281 ms | 1 - 444 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS9075 | 89.487 ms | 1 - 58 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 105.206 ms | 1 - 582 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA7255P | 176.503 ms | 1 - 445 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA8295P | 101.06 ms | 1 - 435 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.697 ms | 1 - 458 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything can be found
 
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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/v0.50.2/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/v0.50.2/depth_anything-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.2/depth_anything-qnn_dlc-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)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
60
  |---|---|---|---|---|---|---
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.355 ms | 5 - 835 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® X2 Elite | 23.428 ms | 51 - 51 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® X Elite | 56.096 ms | 50 - 50 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 37.792 ms | 0 - 874 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 54.243 ms | 0 - 61 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 71.689 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 30.038 ms | 2 - 648 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.62 ms | 15 - 783 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X2 Elite | 26.409 ms | 34 - 34 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X Elite | 52.349 ms | 32 - 32 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 36.834 ms | 0 - 1014 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS6490 | 3211.706 ms | 150 - 156 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 49.627 ms | 12 - 17 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS9075 | 74.383 ms | 12 - 17 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCM6690 | 1665.551 ms | 140 - 155 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 30.558 ms | 14 - 769 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1611.546 ms | 150 - 167 MB | CPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.223 ms | 3 - 485 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X2 Elite | 22.232 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 55.931 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.478 ms | 0 - 609 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 144.042 ms | 1 - 466 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 53.468 ms | 3 - 535 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 59.426 ms | 1 - 465 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 75.648 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 90.708 ms | 2 - 563 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 144.042 ms | 1 - 466 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 80.664 ms | 0 - 456 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.804 ms | 0 - 468 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 +1 @@
1
- {"version":"0.50.1","precisions":{"w8a16":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-qnn_dlc-w8a16.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-onnx-w8a16.zip"}}},"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-tflite-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.1/depth_anything-onnx-float.zip"}}}}}
 
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+ {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.2/depth_anything-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.2/depth_anything-qnn_dlc-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.50.2/depth_anything-onnx-w8a16.zip"}}}}}