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DeepLabV3-Plus-MobileNet-Quantized

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quantized
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@@ -36,34 +36,38 @@ 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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- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.394 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.986 ms | 1 - 3 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.139 ms | 0 - 46 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.83 ms | 1 - 19 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.so) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.997 ms | 0 - 33 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.953 ms | 1 - 33 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | TFLITE | 55.566 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA7255P ADP | SA7255P | QNN | 55.357 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.404 ms | 0 - 15 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.983 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | TFLITE | 6.952 ms | 0 - 32 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | QNN | 6.561 ms | 1 - 19 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.379 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.979 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | TFLITE | 5.968 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8775P ADP | SA8775P | QNN | 5.382 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 17.188 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 17.947 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 170.517 ms | 4 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 55.566 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.357 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.375 ms | 0 - 15 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.962 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.968 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.382 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.414 ms | 0 - 47 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.tflite) |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.447 ms | 1 - 45 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.355 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
 
 
 
 
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@@ -124,11 +128,11 @@ python -m qai_hub_models.models.deeplabv3_plus_mobilenet_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- DeepLabV3-Plus-MobileNet-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 4.4
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- Estimated peak memory usage (MB): [0, 13]
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  Total # Ops : 136
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  Compute Unit(s) : NPU (136 ops)
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  ```
@@ -212,20 +216,6 @@ 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.deeplabv3_plus_mobilenet_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.deeplabv3_plus_mobilenet_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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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.37 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.967 ms | 1 - 3 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 69.209 ms | 81 - 150 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.137 ms | 0 - 42 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.813 ms | 1 - 21 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.so](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.so) |
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+ | DeepLabV3-Plus-MobileNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 53.903 ms | 95 - 249 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
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+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.518 ms | 0 - 36 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.475 ms | 0 - 35 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 49.262 ms | 81 - 223 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
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+ | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | TFLITE | 55.63 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | SA7255P ADP | SA7255P | QNN | 55.401 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.352 ms | 0 - 14 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.987 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | TFLITE | 6.924 ms | 0 - 32 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | SA8295P ADP | SA8295P | QNN | 6.555 ms | 1 - 19 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.346 ms | 0 - 13 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.99 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | TFLITE | 5.951 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | SA8775P ADP | SA8775P | QNN | 5.416 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 17.63 ms | 0 - 41 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 17.828 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 169.909 ms | 4 - 6 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 55.63 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.401 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.346 ms | 0 - 12 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.966 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.951 ms | 0 - 30 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.416 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.344 ms | 0 - 47 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.tflite](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.tflite) |
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+ | DeepLabV3-Plus-MobileNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.439 ms | 1 - 43 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.39 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.849 ms | 133 - 133 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ DeepLabV3-Plus-MobileNet
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 4.4
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+ Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 136
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  Compute Unit(s) : NPU (136 ops)
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  ```
 
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  ## Deploying compiled model to Android
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