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Depth-Anything

Depth Estimation
PyTorch
LiteRT
android
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@@ -1,9 +1,9 @@
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  ---
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  library_name: pytorch
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  license: mit
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- pipeline_tag: depth-estimation
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  tags:
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  - android
 
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  ---
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@@ -34,31 +34,35 @@ More details on model performance across various devices, can be found
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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 | 327.858 ms | 1 - 60 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 | 379.27 ms | 3 - 83 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 | 240.144 ms | 0 - 181 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 | 250.711 ms | 0 - 246 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 | 286.215 ms | 0 - 258 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 | 186.098 ms | 5 - 280 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 | 236.545 ms | 1 - 272 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 | 242.956 ms | 3 - 283 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 158.768 ms | 5 - 297 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 317.382 ms | 0 - 58 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 | 229.212 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 1141.05 ms | 0 - 268 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 | 1005.592 ms | 3 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 322.962 ms | 0 - 61 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 | 230.498 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 387.756 ms | 1 - 271 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 | 279.83 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 329.299 ms | 1 - 66 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 | 241.205 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 368.831 ms | 1 - 270 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 | 263.584 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 379.814 ms | 1 - 256 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 | 427.625 ms | 3 - 276 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 207.005 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 271.796 ms | 63 - 63 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
 
 
 
 
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@@ -122,8 +126,8 @@ Profiling Results
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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) : 327.9
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- Estimated peak memory usage (MB): [1, 60]
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  Total # Ops : 634
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  Compute Unit(s) : NPU (634 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: mit
 
4
  tags:
5
  - android
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+ pipeline_tag: depth-estimation
7
 
8
  ---
9
 
 
34
 
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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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  |---|---|---|---|---|---|---|---|---|
37
+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 326.397 ms | 1 - 57 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 | 242.179 ms | 3 - 5 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 | 239.606 ms | 2 - 181 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 | 252.854 ms | 1 - 247 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 | 189.227 ms | 3 - 19 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 | 184.884 ms | 5 - 279 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 | 209.315 ms | 0 - 270 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 | 242.798 ms | 3 - 282 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 159.288 ms | 5 - 296 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 | 1141.627 ms | 0 - 269 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 | 1005.523 ms | 3 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 328.466 ms | 1 - 57 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 | 241.534 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 388.268 ms | 1 - 271 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 | 279.707 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 328.349 ms | 1 - 65 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 | 236.495 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 368.717 ms | 1 - 270 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 | 263.567 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1141.627 ms | 0 - 269 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 | 1005.523 ms | 3 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 318.256 ms | 0 - 58 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 | 227.434 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 368.717 ms | 1 - 270 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 | 263.567 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 370.882 ms | 1 - 255 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 | 415.108 ms | 2 - 275 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 206.942 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 271.83 ms | 63 - 63 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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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) : 326.4
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+ Estimated peak memory usage (MB): [1, 57]
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  Total # Ops : 634
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  Compute Unit(s) : NPU (634 ops)
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  ```