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Depth-Anything

Depth Estimation
PyTorch
android
Model card Files
xet
 Community
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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 +44 -31
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/releases/v0.46.0/depth_anything-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/releases/v0.46.0/depth_anything-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/releases/v0.46.0/depth_anything-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/releases/v0.46.0/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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@@ -59,33 +60,45 @@ See our repository for [Depth-Anything on GitHub](https://github.com/quic/ai-hub
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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® X Elite | 75.045 ms | 61 - 61 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 59.344 ms | 0 - 827 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 75.839 ms | 0 - 64 MB | NPU
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- | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 92.448 ms | 3 - 9 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 45.782 ms | 2 - 679 MB | NPU
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- | Depth-Anything | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 38.518 ms | 2 - 659 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 75.519 ms | 3 - 3 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 55.062 ms | 3 - 662 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 175.317 ms | 0 - 492 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.553 ms | 3 - 6 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 80.825 ms | 1 - 494 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 96.626 ms | 3 - 9 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 117.538 ms | 2 - 610 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 175.317 ms | 0 - 492 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 104.294 ms | 0 - 520 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.091 ms | 2 - 493 MB | NPU
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- | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.448 ms | 3 - 504 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 51.037 ms | 0 - 604 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 176.714 ms | 1 - 451 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 72.648 ms | 1 - 5 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA8775P | 78.624 ms | 0 - 449 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS9075 | 89.195 ms | 0 - 57 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 105.73 ms | 0 - 583 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA7255P | 176.714 ms | 1 - 451 MB | NPU
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- | Depth-Anything | TFLITE | float | Qualcomm® SA8295P | 102.07 ms | 1 - 442 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 35.448 ms | 1 - 446 MB | NPU
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- | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.027 ms | 1 - 460 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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/depth_anything/releases/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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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  ## 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® X Elite | 79.343 ms | 50 - 50 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 56.067 ms | 0 - 867 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS8550 (Proxy) | 75.966 ms | 0 - 57 MB | NPU
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+ | Depth-Anything | ONNX | float | Qualcomm® QCS9075 | 97.967 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.282 ms | 2 - 618 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 34.715 ms | 5 - 659 MB | NPU
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+ | Depth-Anything | ONNX | float | Snapdragon® X2 Elite | 34.368 ms | 51 - 51 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X Elite | 54.946 ms | 29 - 29 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 40.821 ms | 3 - 1054 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS6490 | 3258.093 ms | 160 - 164 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 55.751 ms | 0 - 38 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCS9075 | 79.431 ms | 2 - 5 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Qualcomm® QCM6690 | 1685.244 ms | 155 - 170 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 32.257 ms | 3 - 838 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1636.432 ms | 157 - 172 MB | CPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 26.864 ms | 3 - 575 MB | NPU
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+ | Depth-Anything | ONNX | w8a16 | Snapdragon® X2 Elite | 28.445 ms | 30 - 30 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X Elite | 76.386 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 54.654 ms | 1 - 663 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 176.285 ms | 2 - 493 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 74.439 ms | 3 - 569 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8775P | 80.749 ms | 1 - 496 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS9075 | 97.156 ms | 3 - 9 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 118.968 ms | 1 - 610 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA7255P | 176.285 ms | 2 - 493 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Qualcomm® SA8295P | 104.535 ms | 0 - 521 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.88 ms | 2 - 493 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 36.484 ms | 2 - 504 MB | NPU
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+ | Depth-Anything | QNN_DLC | float | Snapdragon® X2 Elite | 34.232 ms | 3 - 3 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 50.38 ms | 1 - 591 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 176.569 ms | 1 - 445 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 72.423 ms | 1 - 12 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA8775P | 78.958 ms | 1 - 444 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS9075 | 89.409 ms | 0 - 57 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 105.705 ms | 1 - 580 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA7255P | 176.569 ms | 1 - 445 MB | NPU
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+ | Depth-Anything | TFLITE | float | Qualcomm® SA8295P | 101.125 ms | 1 - 435 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.742 ms | 1 - 459 MB | NPU
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+ | Depth-Anything | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.437 ms | 1 - 466 MB | NPU
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  ## License
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  * The license for the original implementation of Depth-Anything can be found