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Midas-V2-Quantized

Depth Estimation
PyTorch
LiteRT
ONNX
quantized
android
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@@ -35,28 +35,30 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.093 ms | 0 - 1 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.436 ms | 0 - 7 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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- | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.773 ms | 0 - 89 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.013 ms | 0 - 25 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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- | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.721 ms | 0 - 47 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.984 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.67 ms | 0 - 48 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.075 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 15.347 ms | 0 - 3 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.083 ms | 0 - 1 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.308 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.089 ms | 0 - 12 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.318 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.101 ms | 0 - 1 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.312 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.078 ms | 0 - 16 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.32 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.928 ms | 0 - 46 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | SA8295P ADP | SA8295P | QNN | 2.526 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.417 ms | 0 - 87 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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- | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.776 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.479 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
 
 
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@@ -122,7 +124,7 @@ Midas-V2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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- Estimated peak memory usage (MB): [0, 1]
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  Total # Ops : 145
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  Compute Unit(s) : NPU (145 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.092 ms | 0 - 8 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.434 ms | 0 - 9 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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+ | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.759 ms | 0 - 26 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.008 ms | 0 - 22 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.so) |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.715 ms | 0 - 23 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.847 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.714 ms | 0 - 26 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.88 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 15.566 ms | 0 - 5 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.082 ms | 0 - 8 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.328 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA7255P ADP | SA7255P | TFLITE | 11.115 ms | 0 - 22 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA7255P ADP | SA7255P | QNN | 12.256 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.096 ms | 0 - 12 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.327 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.928 ms | 0 - 21 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8295P ADP | SA8295P | QNN | 2.931 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.101 ms | 0 - 50 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.323 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.596 ms | 0 - 23 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | SA8775P ADP | SA8775P | QNN | 2.108 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.443 ms | 0 - 30 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.tflite) |
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+ | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.77 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.472 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.1
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+ Estimated peak memory usage (MB): [0, 8]
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  Total # Ops : 145
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  Compute Unit(s) : NPU (145 ops)
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  ```