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Depth-Anything

Depth Estimation
PyTorch
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android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: mit
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  tags:
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  - android
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  pipeline_tag: depth-estimation
@@ -25,44 +25,48 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Depth estimation
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  - **Model Stats:**
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  - Model checkpoint: DepthAnything_Small
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  - Input resolution: 518x518
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  - Number of parameters: 24.8M
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  - Model size: 94 MB
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- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 152.503 ms | 2 - 100 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 171.256 ms | 3 - 95 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 152.958 ms | 2 - 230 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 119.459 ms | 1 - 649 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 124.197 ms | 3 - 660 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 106.861 ms | 0 - 626 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 96.672 ms | 1 - 640 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 101.35 ms | 3 - 651 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 101.03 ms | 5 - 647 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 913.672 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA7255P ADP | SA7255P | QNN | 921.316 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 153.786 ms | 1 - 105 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | QNN | 152.033 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 205.124 ms | 1 - 661 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8295P ADP | SA8295P | QNN | 198.221 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 151.62 ms | 1 - 105 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | QNN | 153.271 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 183.065 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8775P ADP | SA8775P | QNN | 176.851 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 913.672 ms | 1 - 660 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 921.316 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 165.902 ms | 1 - 102 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 143.764 ms | 3 - 7 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 183.065 ms | 1 - 659 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 176.851 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 222.349 ms | 1 - 689 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 239.846 ms | 0 - 726 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 143.809 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 161.882 ms | 69 - 69 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
 
 
 
 
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@@ -124,12 +128,12 @@ python -m qai_hub_models.models.depth_anything.export
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  Profiling Results
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  ------------------------------------------------------------
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  Depth-Anything
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 152.5
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- Estimated peak memory usage (MB): [2, 100]
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- Total # Ops : 634
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- Compute Unit(s) : NPU (634 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: depth-estimation
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.depth_estimation
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  - **Model Stats:**
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  - Model checkpoint: DepthAnything_Small
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  - Input resolution: 518x518
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  - Number of parameters: 24.8M
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  - Model size: 94 MB
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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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 273.712 ms | 2 - 586 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 271.688 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 171.45 ms | 1 - 621 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 271.721 ms | 2 - 660 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 136.761 ms | 1 - 94 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 140.541 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.065 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 143.425 ms | 3 - 15 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 273.712 ms | 2 - 586 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 271.688 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 140.092 ms | 1 - 91 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 141.772 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.543 ms | 1 - 589 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 177.096 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 146.099 ms | 1 - 94 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 142.472 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.065 ms | 1 - 585 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 143.425 ms | 3 - 15 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 139.528 ms | 1 - 102 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 145.486 ms | 3 - 99 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 143.113 ms | 0 - 204 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 109.637 ms | 0 - 577 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 109.643 ms | 3 - 655 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 110.688 ms | 5 - 748 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 97.057 ms | 1 - 551 MB | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 97.642 ms | 0 - 670 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 97.012 ms | 7 - 746 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 132.942 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | Depth-Anything | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.814 ms | 66 - 66 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 421.332 ms | 90 - 315 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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+ | Depth-Anything | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 341.73 ms | 163 - 1147 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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+ | Depth-Anything | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 343.854 ms | 162 - 1167 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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+ | Depth-Anything | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 434.521 ms | 232 - 232 MB | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  Depth-Anything
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 273.7
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+ Estimated peak memory usage (MB): [2, 586]
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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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