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Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
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v0.51.0

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

Files changed (2) hide show
  1. README.md +32 -21
  2. release_assets.json +32 -1
README.md CHANGED
@@ -27,8 +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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.50.2/depth_anything_v2-onnx-float.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_v2/releases/v0.50.2/depth_anything_v2-qnn_dlc-float.zip)
 
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  For more device-specific assets and performance metrics, visit **[Depth-Anything-V2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything_v2)**.
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@@ -57,25 +58,35 @@ See our repository for [Depth-Anything-V2 on GitHub](https://github.com/qualcomm
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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-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.395 ms | 5 - 833 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 23.307 ms | 51 - 51 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 56.886 ms | 50 - 50 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 37.764 ms | 5 - 876 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 54.391 ms | 0 - 68 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 71.179 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 30.529 ms | 2 - 756 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 20.204 ms | 3 - 492 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 22.625 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 55.53 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 38.507 ms | 2 - 610 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 144.009 ms | 1 - 467 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 53.802 ms | 3 - 6 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 59.188 ms | 1 - 464 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 76.017 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 90.466 ms | 2 - 564 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 144.009 ms | 1 - 467 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 81.351 ms | 0 - 455 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.81 ms | 0 - 469 MB | NPU
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of Depth-Anything-V2 can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
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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_v2/releases/v0.51.0/depth_anything_v2-onnx-float.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_v2/releases/v0.51.0/depth_anything_v2-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_v2/releases/v0.51.0/depth_anything_v2-qnn_dlc-w8a16.zip)
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  For more device-specific assets and performance metrics, visit **[Depth-Anything-V2 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/depth_anything_v2)**.
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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-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 35.293 ms | 5 - 704 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 34.367 ms | 52 - 52 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 75.623 ms | 51 - 51 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 52.9 ms | 0 - 937 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 80.376 ms | 0 - 55 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 90.888 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 45.732 ms | 2 - 785 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 37.589 ms | 3 - 518 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 38.653 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 94.036 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 73.253 ms | 3 - 697 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 207.978 ms | 0 - 515 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 96.771 ms | 3 - 5 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 100.748 ms | 1 - 507 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 101.521 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 174.105 ms | 1 - 586 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 207.978 ms | 0 - 515 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 144.619 ms | 0 - 532 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 53.383 ms | 0 - 503 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 85.959 ms | 2 - 1938 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 74.312 ms | 2 - 2 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® X Elite | 146.785 ms | 2 - 2 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 121.4 ms | 0 - 2245 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 278.642 ms | 2 - 1855 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 151.589 ms | 2 - 5 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 150.435 ms | 2 - 1855 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 157.344 ms | 1 - 4 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 278.642 ms | 2 - 1855 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 98.782 ms | 2 - 1910 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything-V2 can be found
release_assets.json CHANGED
@@ -1 +1,32 @@
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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_v2/releases/v0.50.2/depth_anything_v2-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_v2/releases/v0.50.2/depth_anything_v2-qnn_dlc-float.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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+ "precisions": {
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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_v2/releases/v0.51.0/depth_anything_v2-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_v2/releases/v0.51.0/depth_anything_v2-onnx-float.zip"
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+ }
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+ }
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+ },
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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_v2/releases/v0.51.0/depth_anything_v2-qnn_dlc-w8a16.zip"
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+ }
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+ }
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+ }
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+ }
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+ }