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Midas-V2

Depth Estimation
PyTorch
LiteRT
ONNX
android
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@@ -34,31 +34,31 @@ 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 | 3.235 ms | 0 - 51 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 | 3.289 ms | 0 - 90 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 | 3.272 ms | 1 - 3 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 | 2.279 ms | 0 - 29 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 | 2.317 ms | 0 - 28 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 | 2.389 ms | 0 - 96 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 | 2.103 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.114 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.218 ms | 0 - 46 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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- | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.211 ms | 0 - 52 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 | 3.03 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.508 ms | 0 - 23 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 | 84.298 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.24 ms | 0 - 19 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 | 3.034 ms | 0 - 1 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.623 ms | 0 - 23 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 | 5.472 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.216 ms | 0 - 51 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 | 3.034 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.439 ms | 0 - 23 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 | 5.283 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.766 ms | 0 - 26 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 | 4.909 ms | 1 - 26 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.189 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.347 ms | 38 - 38 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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@@ -123,8 +123,8 @@ 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) : 3.2
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- Estimated peak memory usage (MB): [0, 51]
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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 | 3.14 ms | 0 - 152 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 | 3.281 ms | 0 - 101 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 | 3.369 ms | 0 - 148 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 | 2.209 ms | 0 - 28 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 | 2.299 ms | 1 - 32 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 | 2.375 ms | 0 - 37 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 | 2.025 ms | 0 - 28 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 | 2.114 ms | 0 - 27 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.207 ms | 0 - 31 MB | FP16 | NPU | [Midas-V2.onnx](https://huggingface.co/qualcomm/Midas-V2/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.135 ms | 0 - 141 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 | 3.032 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 84.435 ms | 0 - 23 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 | 84.277 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.146 ms | 0 - 82 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 | 3.04 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 5.614 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 | 5.552 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.132 ms | 0 - 161 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 | 3.044 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 5.363 ms | 0 - 23 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 | 5.223 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.779 ms | 0 - 28 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 | 4.997 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.184 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.375 ms | 37 - 37 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) : 3.1
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+ Estimated peak memory usage (MB): [0, 152]
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  Total # Ops : 138
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  Compute Unit(s) : NPU (138 ops)
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  ```