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Midas-V2

Depth Estimation
PyTorch
LiteRT
ONNX
android
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@@ -34,35 +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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- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.253 ms | 0 - 288 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.023 ms | 1 - 3 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
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- | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.127 ms | 0 - 157 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.299 ms | 0 - 69 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.132 ms | 0 - 19 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
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- | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.261 ms | 0 - 41 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.11 ms | 0 - 44 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.127 ms | 0 - 25 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.74 ms | 1 - 28 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.303 ms | 0 - 38 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | SA7255P ADP | SA7255P | QNN | 83.922 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.25 ms | 0 - 285 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.007 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.771 ms | 0 - 27 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.359 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.249 ms | 0 - 260 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.026 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.46 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.015 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 84.303 ms | 0 - 38 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 83.922 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.236 ms | 0 - 287 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.006 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.46 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.015 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.801 ms | 0 - 49 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.788 ms | 0 - 31 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.273 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.131 ms | 36 - 36 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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@@ -126,8 +126,8 @@ Profiling Results
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  Midas-V2
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 3.3
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- Estimated peak memory usage (MB): [0, 288]
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  Total # Ops : 138
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  Compute Unit(s) : NPU (138 ops)
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  ```
 
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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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+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.233 ms | 0 - 272 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.025 ms | 1 - 3 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
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+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.156 ms | 0 - 136 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.29 ms | 244 - 308 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.159 ms | 1 - 19 MB | FP16 | NPU | [Midas-V2.so](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.so) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.199 ms | 0 - 42 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.791 ms | 0 - 43 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.087 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.744 ms | 1 - 25 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.367 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA7255P ADP | SA7255P | QNN | 83.846 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.243 ms | 0 - 278 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.015 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.757 ms | 0 - 25 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8295P ADP | SA8295P | QNN | 5.374 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.248 ms | 0 - 276 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.011 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.459 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8775P ADP | SA8775P | QNN | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 84.367 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 83.846 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.228 ms | 0 - 280 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.022 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.459 ms | 0 - 39 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.082 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.027 ms | 0 - 47 MB | FP16 | NPU | [Midas-V2.tflite](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.03 ms | 0 - 34 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.23 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.139 ms | 36 - 36 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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  Midas-V2
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 3.2
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+ Estimated peak memory usage (MB): [0, 272]
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  Total # Ops : 138
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  Compute Unit(s) : NPU (138 ops)
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  ```