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Midas-V2-Quantized

Depth Estimation
PyTorch
LiteRT
ONNX
quantized
android
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@@ -35,34 +35,38 @@ 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 | 1.056 ms | 0 - 132 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 | 1.268 ms | 0 - 11 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 | 0.755 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.902 ms | 0 - 18 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 | 0.594 ms | 0 - 34 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 | 0.897 ms | 0 - 34 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA7255P ADP | SA7255P | TFLITE | 10.366 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 | SA7255P ADP | SA7255P | QNN | 11.586 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.068 ms | 0 - 135 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 | 1.286 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.918 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 | SA8295P ADP | SA8295P | QNN | 2.2 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.07 ms | 0 - 134 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 | 1.291 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.568 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 | SA8775P ADP | SA8775P | QNN | 1.836 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.629 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 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.602 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 16.016 ms | 0 - 2 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 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.366 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.586 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.066 ms | 0 - 125 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 | 1.283 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.568 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.836 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.577 ms | 0 - 45 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 | 1.777 ms | 0 - 46 MB | INT8 | NPU | Use Export Script |
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- | Midas-V2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.405 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
 
 
 
 
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@@ -123,11 +127,11 @@ python -m qai_hub_models.models.midas_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- 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, 132]
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  Total # Ops : 140
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  Compute Unit(s) : NPU (140 ops)
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  ```
@@ -211,20 +215,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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- ## Run demo on a cloud-hosted device
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-
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- You can also run the demo on-device.
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-
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- ```bash
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- python -m qai_hub_models.models.midas_quantized.demo --on-device
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- ```
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-
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- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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- environment, please add the following to your cell (instead of the above).
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- ```
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- %run -m qai_hub_models.models.midas_quantized.demo -- --on-device
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- ```
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-
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  ## Deploying compiled model to Android
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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 | 1.062 ms | 0 - 133 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.267 ms | 0 - 11 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.so) |
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+ | Midas-V2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 119.018 ms | 10 - 116 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.753 ms | 0 - 56 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.9 ms | 0 - 19 MB | INT8 | NPU | [Midas-V2-Quantized.so](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.so) |
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+ | Midas-V2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 95.401 ms | 4 - 338 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.689 ms | 0 - 33 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.743 ms | 0 - 35 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 96.251 ms | 22 - 343 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.onnx) |
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+ | Midas-V2 | SA7255P ADP | SA7255P | TFLITE | 10.379 ms | 0 - 27 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA7255P ADP | SA7255P | QNN | 11.603 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.066 ms | 0 - 133 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.284 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | SA8295P ADP | SA8295P | TFLITE | 1.917 ms | 0 - 29 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8295P ADP | SA8295P | QNN | 2.192 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.058 ms | 0 - 133 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.278 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | SA8775P ADP | SA8775P | TFLITE | 1.562 ms | 0 - 28 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | SA8775P ADP | SA8775P | QNN | 1.814 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.593 ms | 0 - 44 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.559 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 16.112 ms | 0 - 3 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 10.379 ms | 0 - 27 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.603 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.06 ms | 0 - 135 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.277 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.562 ms | 0 - 28 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.814 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.541 ms | 0 - 46 MB | INT8 | NPU | [Midas-V2-Quantized.tflite](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.tflite) |
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+ | Midas-V2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.797 ms | 0 - 44 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.402 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Midas-V2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 111.778 ms | 66 - 66 MB | INT8 | NPU | [Midas-V2-Quantized.onnx](https://huggingface.co/qualcomm/Midas-V2-Quantized/blob/main/Midas-V2.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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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) : 1.1
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+ Estimated peak memory usage (MB): [0, 133]
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  Total # Ops : 140
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  Compute Unit(s) : NPU (140 ops)
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  ```
 
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  ## Deploying compiled model to Android
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