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Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +34 -30
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 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.46.0/depth_anything_v2-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.46.0/depth_anything_v2-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.46.0/depth_anything_v2-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.46.0/depth_anything_v2-tflite-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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@@ -59,32 +60,35 @@ See our repository for [Depth-Anything-V2 on GitHub](https://github.com/quic/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-V2 | ONNX | float | Snapdragon® X Elite | 77.26 ms | 62 - 62 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 61.931 ms | 5 - 881 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 77.542 ms | 0 - 79 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 92.451 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 49.42 ms | 2 - 853 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 41.745 ms | 0 - 796 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 75.62 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.729 ms | 1 - 662 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 175.602 ms | 1 - 486 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.678 ms | 3 - 6 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 80.969 ms | 1 - 495 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 96.537 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.052 ms | 2 - 602 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 175.602 ms | 1 - 486 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 106.479 ms | 0 - 487 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.746 ms | 3 - 494 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.508 ms | 3 - 504 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 51.504 ms | 0 - 595 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 177.063 ms | 1 - 451 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 73.159 ms | 1 - 9 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 79.465 ms | 1 - 451 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 89.404 ms | 1 - 58 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 177.063 ms | 1 - 451 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 102.503 ms | 1 - 465 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.578 ms | 1 - 446 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.453 ms | 1 - 460 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 |
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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_v2/releases/v0.47.0/depth_anything_v2-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_v2/releases/v0.47.0/depth_anything_v2-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_v2/releases/v0.47.0/depth_anything_v2-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_v2/releases/v0.47.0/depth_anything_v2-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_v2/releases/v0.47.0/depth_anything_v2-tflite-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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  ## 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® X Elite | 79.498 ms | 50 - 50 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 56.02 ms | 0 - 869 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 77.217 ms | 1 - 57 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 98.337 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.638 ms | 2 - 585 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 35.163 ms | 5 - 660 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 34.392 ms | 51 - 51 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 76.394 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.681 ms | 0 - 662 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 176.558 ms | 1 - 487 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.594 ms | 3 - 546 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 80.878 ms | 0 - 495 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 96.792 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 114.765 ms | 1 - 601 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 176.558 ms | 1 - 487 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 106.143 ms | 0 - 484 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.859 ms | 3 - 494 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.599 ms | 3 - 504 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 34.631 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 50.873 ms | 0 - 598 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 173.811 ms | 0 - 443 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 73.102 ms | 1 - 11 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 377.672 ms | 1 - 444 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 89.535 ms | 1 - 58 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 104.641 ms | 0 - 583 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 173.811 ms | 0 - 443 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 100.289 ms | 1 - 471 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.345 ms | 1 - 454 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.24 ms | 1 - 466 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything-V2 can be found