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DeepLabV3-Plus-MobileNet-Quantized

Image Segmentation
PyTorch
TF Lite
ONNX
quantized
android
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@@ -1,6 +1,4 @@
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  ---
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- datasets:
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- - VOC2012
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  library_name: pytorch
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  license: mit
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  pipeline_tag: image-segmentation
@@ -38,30 +36,32 @@ 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 | 3.304 ms | 0 - 146 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 | 5.214 ms | 0 - 12 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 S23 | Snapdragon® 8 Gen 2 | ONNX | 4.221 ms | 11 - 18 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.825 ms | 0 - 65 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 | 3.844 ms | 1 - 25 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 | ONNX | 3.141 ms | 0 - 72 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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- | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 14.162 ms | 5 - 48 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 | 18.291 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 127.38 ms | 11 - 63 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 | TFLITE | 3.315 ms | 0 - 8 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 | 3.963 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.335 ms | 0 - 4 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 | 3.97 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.294 ms | 0 - 9 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 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.994 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.328 ms | 0 - 115 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 | 3.963 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.166 ms | 5 - 71 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 | 5.51 ms | 1 - 32 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.441 ms | 0 - 42 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 | 3.816 ms | 1 - 25 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.494 ms | 0 - 47 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.324 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.68 ms | 17 - 17 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
 
 
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@@ -127,7 +127,7 @@ 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) : 3.3
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- Estimated peak memory usage (MB): [0, 146]
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  Total # Ops : 104
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  Compute Unit(s) : NPU (104 ops)
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  ```
 
1
  ---
 
 
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  library_name: pytorch
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  license: mit
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  pipeline_tag: image-segmentation
 
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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 | 3.296 ms | 0 - 1 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 | 5.17 ms | 0 - 17 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 S23 | Snapdragon® 8 Gen 2 | ONNX | 4.232 ms | 11 - 18 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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+ | DeepLabV3-Plus-MobileNet-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.457 ms | 0 - 65 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 | 3.855 ms | 1 - 31 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 | ONNX | 3.086 ms | 0 - 70 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.287 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.837 ms | 1 - 26 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.529 ms | 0 - 47 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-Quantized.onnx) |
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+ | DeepLabV3-Plus-MobileNet-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 14.219 ms | 5 - 48 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 | 17.715 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 119.151 ms | 11 - 23 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 | TFLITE | 3.26 ms | 0 - 7 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 | 3.948 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.296 ms | 0 - 5 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 | 4.002 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.315 ms | 0 - 8 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 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.997 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.345 ms | 0 - 2 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 | 3.98 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | SA8295P ADP | SA8295P | TFLITE | 5.839 ms | 5 - 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 | SA8295P ADP | SA8295P | QNN | 6.876 ms | 1 - 6 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.148 ms | 5 - 69 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 | 5.571 ms | 1 - 32 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.311 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | DeepLabV3-Plus-MobileNet-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.7 ms | 17 - 17 MB | INT8 | NPU | [DeepLabV3-Plus-MobileNet-Quantized.onnx](https://huggingface.co/qualcomm/DeepLabV3-Plus-MobileNet-Quantized/blob/main/DeepLabV3-Plus-MobileNet-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) : 3.3
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+ Estimated peak memory usage (MB): [0, 1]
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  Total # Ops : 104
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  Compute Unit(s) : NPU (104 ops)
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  ```