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Depth-Anything-V2

Depth Estimation
PyTorch
android
Model card Files
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v0.49.1

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See https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.

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  1. README.md +34 -34
README.md CHANGED
@@ -27,11 +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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything_v2/releases/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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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@@ -60,35 +60,35 @@ 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® X2 Elite | 34.613 ms | 51 - 51 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 79.587 ms | 50 - 50 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 54.907 ms | 0 - 849 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 76.098 ms | 0 - 68 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 98.824 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.513 ms | 2 - 586 MB | NPU
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- | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.633 ms | 5 - 660 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 34.633 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 76.4 ms | 3 - 3 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.928 ms | 3 - 669 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 176.687 ms | 1 - 486 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.543 ms | 3 - 6 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 80.991 ms | 1 - 496 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 96.558 ms | 3 - 9 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.581 ms | 1 - 602 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 176.687 ms | 1 - 486 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 106.129 ms | 0 - 484 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.517 ms | 1 - 493 MB | NPU
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- | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.034 ms | 2 - 503 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 50.806 ms | 0 - 589 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 173.857 ms | 1 - 444 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 72.541 ms | 1 - 8 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 377.558 ms | 1 - 445 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 89.524 ms | 1 - 58 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 105.077 ms | 1 - 585 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 173.857 ms | 1 - 444 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 100.216 ms | 1 - 471 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.628 ms | 1 - 459 MB | NPU
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- | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.521 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
 
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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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/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® 8 Elite Gen 5 Mobile | 34.932 ms | 5 - 660 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X2 Elite | 34.537 ms | 51 - 51 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® X Elite | 79.524 ms | 50 - 50 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 55.754 ms | 0 - 860 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 76.517 ms | 0 - 55 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Qualcomm® QCS9075 | 99.348 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.369 ms | 2 - 585 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.256 ms | 3 - 504 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X2 Elite | 34.614 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® X Elite | 76.414 ms | 3 - 3 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.524 ms | 0 - 663 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 176.776 ms | 1 - 486 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.579 ms | 3 - 586 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8775P | 80.893 ms | 1 - 496 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS9075 | 96.744 ms | 3 - 9 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.335 ms | 1 - 602 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA7255P | 176.776 ms | 1 - 486 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Qualcomm® SA8295P | 106.18 ms | 0 - 484 MB | NPU
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+ | Depth-Anything-V2 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.889 ms | 3 - 495 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.362 ms | 1 - 466 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 50.93 ms | 1 - 597 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 173.774 ms | 1 - 445 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 72.51 ms | 1 - 13 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8775P | 79.064 ms | 1 - 445 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS9075 | 89.585 ms | 1 - 58 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 105.734 ms | 1 - 583 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA7255P | 173.774 ms | 1 - 445 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Qualcomm® SA8295P | 100.238 ms | 1 - 471 MB | NPU
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+ | Depth-Anything-V2 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.332 ms | 1 - 458 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything-V2 can be found