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Depth-Anything-V2

Depth Estimation
PyTorch
android
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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

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  1. README.md +33 -33
README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 275.559 ms | 1 - 584 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 271.276 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 175.411 ms | 1 - 621 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 272.552 ms | 3 - 664 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 146.316 ms | 1 - 105 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 145.387 ms | 3 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.031 ms | 1 - 584 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 144.252 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 275.559 ms | 1 - 584 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 271.276 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 137.332 ms | 1 - 103 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 139.938 ms | 4 - 6 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.581 ms | 1 - 589 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 180.838 ms | 0 - 17 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 137.891 ms | 1 - 101 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 139.928 ms | 3 - 5 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.031 ms | 1 - 584 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 144.252 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 143.879 ms | 1 - 99 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 147.507 ms | 3 - 101 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 151.546 ms | 2 - 199 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.259 ms | 1 - 577 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 110.126 ms | 3 - 696 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 113.087 ms | 3 - 778 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 97.387 ms | 0 - 550 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 100.468 ms | 3 - 774 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 100.858 ms | 7 - 855 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 133.623 ms | 3 - 3 MB | NPU | Use Export Script |
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- | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 148.429 ms | 67 - 67 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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@@ -126,8 +126,8 @@ Profiling Results
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  Depth-Anything-V2
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 275.6
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- Estimated peak memory usage (MB): [1, 584]
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  Total # Ops : 646
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  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -216,13 +216,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.depth_anything_v2.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.depth_anything_v2.demo -- --on-device
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  ```
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 889.518 ms | 1 - 598 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 245.901 ms | 2 - 10 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 192.834 ms | 1 - 628 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 244.88 ms | 1 - 669 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 144.789 ms | 1 - 104 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 131.932 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 143.826 ms | 1 - 597 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 130.744 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 889.518 ms | 1 - 598 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 245.901 ms | 2 - 10 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 147.49 ms | 0 - 102 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 130.649 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 183.019 ms | 1 - 597 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 166.375 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 148.76 ms | 0 - 108 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 133.085 ms | 3 - 7 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 143.826 ms | 1 - 597 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 130.744 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 138.816 ms | 0 - 102 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 126.571 ms | 3 - 102 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 146.429 ms | 2 - 275 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 110.456 ms | 0 - 591 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 99.074 ms | 3 - 730 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 110.067 ms | 0 - 797 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 98.459 ms | 0 - 562 MB | NPU | [Depth-Anything-V2.tflite](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.tflite) |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 88.257 ms | 3 - 785 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 91.333 ms | 3 - 886 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 122.245 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 143.495 ms | 68 - 68 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
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  Depth-Anything-V2
127
  Device : cs_8275 (ANDROID 14)
128
  Runtime : TFLITE
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+ Estimated inference time (ms) : 889.5
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+ Estimated peak memory usage (MB): [1, 598]
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  Total # Ops : 646
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  Compute Unit(s) : npu (646 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  You can also run the demo on-device.
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  ```bash
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+ python -m qai_hub_models.models.depth_anything_v2.demo --eval-mode on-device
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  ```
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222
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
224
  ```
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+ %run -m qai_hub_models.models.depth_anything_v2.demo -- --eval-mode on-device
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  ```
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