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Unet-Segmentation

Image Segmentation
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -1,11 +1,11 @@
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  ---
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  library_name: pytorch
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  license: gpl-3.0
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- pipeline_tag: image-segmentation
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  tags:
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  - backbone
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  - real_time
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  - android
 
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  ---
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@@ -37,31 +37,35 @@ 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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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 150.589 ms | 6 - 471 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 145.477 ms | 10 - 34 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 159.383 ms | 12 - 147 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 114.876 ms | 4 - 91 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 110.798 ms | 190 - 273 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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- | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 115.502 ms | 65 - 158 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 103.261 ms | 6 - 108 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 103.316 ms | 9 - 111 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 92.909 ms | 23 - 131 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 157.35 ms | 6 - 120 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 148.092 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7407.448 ms | 2 - 99 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7399.837 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 160.985 ms | 5 - 232 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 142.971 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 273.532 ms | 6 - 106 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.162 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 151.188 ms | 6 - 469 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 138.876 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 303.256 ms | 6 - 104 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | SA8775P ADP | SA8775P | QNN | 297.867 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 279.615 ms | 6 - 94 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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- | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 286.728 ms | 3 - 92 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.697 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.415 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
 
 
 
 
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@@ -125,8 +129,8 @@ Profiling Results
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 150.6
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- Estimated peak memory usage (MB): [6, 471]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: gpl-3.0
 
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  tags:
5
  - backbone
6
  - real_time
7
  - android
8
+ pipeline_tag: image-segmentation
9
 
10
  ---
11
 
 
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 157.613 ms | 6 - 461 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 138.32 ms | 10 - 12 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 162.304 ms | 14 - 196 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 112.142 ms | 6 - 93 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 103.501 ms | 9 - 25 MB | FP16 | NPU | [Unet-Segmentation.so](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.so) |
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+ | Unet-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 114.299 ms | 21 - 114 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 103.061 ms | 5 - 107 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 103.632 ms | 0 - 102 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 103.656 ms | 23 - 132 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | TFLITE | 7407.341 ms | 2 - 99 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA7255P ADP | SA7255P | QNN | 7400.054 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 156.67 ms | 6 - 458 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 143.398 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | TFLITE | 273.621 ms | 6 - 106 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8295P ADP | SA8295P | QNN | 266.184 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 150.481 ms | 6 - 470 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 138.874 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | TFLITE | 303.234 ms | 6 - 104 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | SA8775P ADP | SA8775P | QNN | 297.903 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7407.341 ms | 2 - 99 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7400.054 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 160.912 ms | 6 - 457 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 147.648 ms | 10 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 303.234 ms | 6 - 104 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 297.903 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 285.825 ms | 6 - 97 MB | FP16 | NPU | [Unet-Segmentation.tflite](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.tflite) |
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+ | Unet-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 277.521 ms | 9 - 98 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 135.79 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Unet-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 147.547 ms | 54 - 54 MB | FP16 | NPU | [Unet-Segmentation.onnx](https://huggingface.co/qualcomm/Unet-Segmentation/blob/main/Unet-Segmentation.onnx) |
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  Unet-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 157.6
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+ Estimated peak memory usage (MB): [6, 461]
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  Total # Ops : 32
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  Compute Unit(s) : NPU (32 ops)
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  ```