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Midas-V2-Quantized

Depth Estimation
PyTorch
LiteRT
ONNX
quantized
android
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@@ -35,30 +35,34 @@ 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 | 1.092 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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@@ -124,7 +128,7 @@ 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, 8]
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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 | 1.101 ms | 0 - 58 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 - 63 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 S23 | Snapdragon® 8 Gen 2 | ONNX | 8.722 ms | 1 - 5 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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+ | Midas-V2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.766 ms | 0 - 27 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 | 1.006 ms | 0 - 27 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 | ONNX | 7.116 ms | 1 - 280 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.712 ms | 0 - 25 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 | 1.01 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.852 ms | 1 - 209 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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+ | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.77 ms | 0 - 28 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 | 5.868 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 15.397 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 - 59 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 | SA7255P ADP | SA7255P | TFLITE | 11.089 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 | SA7255P ADP | SA7255P | QNN | 12.231 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.102 ms | 0 - 59 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 | 1.326 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.943 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 | SA8295P ADP | SA8295P | QNN | 2.43 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.108 ms | 0 - 60 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 | 1.327 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.605 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 | SA8775P ADP | SA8775P | QNN | 2.096 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.445 ms | 0 - 31 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 | 1.816 ms | 0 - 29 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.471 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.848 ms | 24 - 24 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2-Quantized.onnx) |
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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, 58]
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  Total # Ops : 145
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  Compute Unit(s) : NPU (145 ops)
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  ```