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Depth-Anything-V2

Depth Estimation
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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_V2_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-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 158.355 ms | 1 - 100 MB | FP16 | 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 168.8 ms | 3 - 96 MB | FP16 | NPU | [Depth-Anything-V2.so](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.so) |
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- | Depth-Anything-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 144.244 ms | 2 - 222 MB | FP16 | 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 119.958 ms | 0 - 648 MB | FP16 | 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 124.326 ms | 3 - 659 MB | FP16 | NPU | [Depth-Anything-V2.so](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.so) |
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- | Depth-Anything-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 108.26 ms | 5 - 667 MB | FP16 | 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 95.448 ms | 0 - 640 MB | FP16 | 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 114.73 ms | 3 - 651 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 93.18 ms | 5 - 738 MB | FP16 | 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 | SA7255P ADP | SA7255P | TFLITE | 913.572 ms | 1 - 659 MB | FP16 | 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 | SA7255P ADP | SA7255P | QNN | 920.913 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 150.678 ms | 1 - 107 MB | FP16 | 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 147.286 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | SA8295P ADP | SA8295P | TFLITE | 204.128 ms | 2 - 662 MB | FP16 | 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 | SA8295P ADP | SA8295P | QNN | 200.34 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 162.732 ms | 1 - 108 MB | FP16 | 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 153.876 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | SA8775P ADP | SA8775P | TFLITE | 183.391 ms | 1 - 659 MB | FP16 | 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 | SA8775P ADP | SA8775P | QNN | 177.117 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 913.572 ms | 1 - 659 MB | FP16 | 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 920.913 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 159.31 ms | 1 - 94 MB | FP16 | 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 144.308 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 183.391 ms | 1 - 659 MB | FP16 | 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 177.117 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 199.535 ms | 1 - 692 MB | FP16 | 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 235.448 ms | 3 - 724 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 143.893 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 163.023 ms | 70 - 70 MB | FP16 | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2.onnx) |
 
 
 
 
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@@ -124,12 +128,12 @@ python -m qai_hub_models.models.depth_anything_v2.export
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  Profiling Results
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  ------------------------------------------------------------
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  Depth-Anything-V2
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 158.4
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- Estimated peak memory usage (MB): [1, 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_V2_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-V2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 274.83 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 | 272.01 ms | 3 - 13 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 192.021 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 | 276.596 ms | 0 - 662 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 137.138 ms | 1 - 100 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 | 138.468 ms | 3 - 7 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 142.057 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 | 144.332 ms | 2 - 13 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 274.83 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 | 272.01 ms | 3 - 13 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 144.439 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 139.669 ms | 4 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 192.845 ms | 0 - 588 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 | 180.892 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 137.661 ms | 1 - 100 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 | 145.237 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 142.057 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 | 144.332 ms | 2 - 13 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 141.376 ms | 0 - 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 | 139.257 ms | 3 - 98 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 140.2 ms | 0 - 207 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 | 109.114 ms | 1 - 574 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 | 110.427 ms | 3 - 700 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 112.607 ms | 5 - 781 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 | 98.032 ms | 1 - 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 | 100.763 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 | 93.909 ms | 5 - 853 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 | 133.685 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | Depth-Anything-V2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 148.317 ms | 66 - 66 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 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 371.807 ms | 125 - 334 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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+ | Depth-Anything-V2 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 289.247 ms | 165 - 1148 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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+ | Depth-Anything-V2 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 342.156 ms | 170 - 1171 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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+ | Depth-Anything-V2 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 480.33 ms | 233 - 233 MB | NPU | [Depth-Anything-V2.onnx](https://huggingface.co/qualcomm/Depth-Anything-V2/blob/main/Depth-Anything-V2_w8a16.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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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) : 274.8
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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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  ```
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