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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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@@ -36,27 +36,31 @@ 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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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.517 ms | 4 - 22 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.409 ms | 5 - 14 MB | FP16 | NPU | [YOLOv8-Segmentation.so](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.so) |
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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.65 ms | 12 - 30 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.706 ms | 4 - 56 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.587 ms | 0 - 55 MB | FP16 | NPU | [YOLOv8-Segmentation.so](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.so) |
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- | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.004 ms | 0 - 118 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.751 ms | 4 - 52 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.372 ms | 5 - 55 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.534 ms | 4 - 26 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.294 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA7255P ADP | SA7255P | TFLITE | 93.433 ms | 4 - 50 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | SA7255P ADP | SA7255P | QNN | 92.33 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.446 ms | 4 - 27 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.423 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8295P ADP | SA8295P | TFLITE | 10.912 ms | 4 - 36 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | SA8295P ADP | SA8295P | QNN | 10.226 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.434 ms | 4 - 27 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.446 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8775P ADP | SA8775P | QNN | 10.151 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.761 ms | 4 - 42 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.567 ms | 5 - 43 MB | FP16 | NPU | Use Export Script |
 
 
 
 
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@@ -122,7 +126,7 @@ YOLOv8-Segmentation
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 6.5
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- Estimated peak memory usage (MB): [4, 22]
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  Total # Ops : 338
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  Compute Unit(s) : NPU (338 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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+ | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.525 ms | 4 - 29 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.44 ms | 5 - 16 MB | FP16 | NPU | [YOLOv8-Segmentation.so](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.so) |
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+ | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.614 ms | 12 - 21 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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+ | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.718 ms | 0 - 54 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.602 ms | 0 - 59 MB | FP16 | NPU | [YOLOv8-Segmentation.so](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.so) |
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+ | YOLOv8-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.017 ms | 17 - 138 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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+ | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.509 ms | 4 - 53 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.375 ms | 5 - 56 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.969 ms | 17 - 92 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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+ | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.437 ms | 4 - 28 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.409 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA7255P ADP | SA7255P | TFLITE | 93.326 ms | 5 - 51 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA7255P ADP | SA7255P | QNN | 92.338 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.479 ms | 4 - 27 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.295 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8295P ADP | SA8295P | TFLITE | 10.913 ms | 4 - 41 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA8295P ADP | SA8295P | QNN | 10.319 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.445 ms | 4 - 30 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.429 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8775P ADP | SA8775P | TFLITE | 10.111 ms | 4 - 52 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA8775P ADP | SA8775P | QNN | 10.136 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.669 ms | 4 - 44 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.583 ms | 5 - 47 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.833 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.696 ms | 17 - 17 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 6.5
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+ Estimated peak memory usage (MB): [4, 29]
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  Total # Ops : 338
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  Compute Unit(s) : NPU (338 ops)
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  ```