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Depth-Anything

Depth Estimation
PyTorch
android
Model card Files
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v0.51.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +43 -32
  2. release_assets.json +39 -1
README.md CHANGED
@@ -27,9 +27,10 @@ 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/v0.50.2/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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@@ -58,35 +59,45 @@ 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 | 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
 
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  | 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/v0.51.0/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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  ## Performance Summary
60
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
62
+ | 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
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  * The license for the original implementation of Depth-Anything can be found
release_assets.json CHANGED
@@ -1 +1,39 @@
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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"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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": {
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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-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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+ }