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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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v0.29.1

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See https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.

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  1. README.md +44 -47
README.md CHANGED
@@ -33,53 +33,50 @@ This model is an implementation of YOLOv8-Segmentation found [here](https://gith
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 21.56 ms | 4 - 45 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 17.646 ms | 1 - 10 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 11.59 ms | 4 - 43 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 10.886 ms | 5 - 45 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.126 ms | 4 - 22 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 5.051 ms | 5 - 7 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.312 ms | 4 - 46 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.696 ms | 2 - 16 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 21.56 ms | 4 - 45 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 17.646 ms | 1 - 10 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.06 ms | 4 - 25 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.892 ms | 5 - 8 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 12.512 ms | 4 - 31 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 9.075 ms | 0 - 18 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.085 ms | 4 - 22 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.936 ms | 5 - 7 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.312 ms | 4 - 46 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.696 ms | 2 - 16 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 8.206 ms | 4 - 24 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.864 ms | 5 - 22 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.284 ms | 14 - 44 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.95 ms | 2 - 53 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.59 ms | 5 - 61 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.431 ms | 14 - 79 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 5.538 ms | 3 - 46 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.312 ms | 5 - 56 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.608 ms | 16 - 67 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.387 ms | 5 - 5 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.308 ms | 17 - 17 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 8.953 ms | 0 - 10 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.491 ms | 2 - 47 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.659 ms | 2 - 5 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.36 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 20.493 ms | 2 - 14 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 8.953 ms | 0 - 10 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.655 ms | 2 - 5 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.936 ms | 0 - 18 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.723 ms | 2 - 5 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.36 ms | 0 - 15 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.662 ms | 2 - 15 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.507 ms | 6 - 29 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.057 ms | 2 - 43 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.935 ms | 0 - 55 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.726 ms | 2 - 44 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.709 ms | 7 - 57 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.089 ms | 2 - 2 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.454 ms | 15 - 15 MB | NPU | -- |
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 21.595 ms | 4 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 17.644 ms | 3 - 13 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 11.836 ms | 4 - 42 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 11.091 ms | 5 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.05 ms | 4 - 24 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.882 ms | 5 - 8 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.719 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 21.595 ms | 4 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 17.644 ms | 3 - 13 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.177 ms | 4 - 22 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.881 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 12.502 ms | 4 - 31 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 9.114 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.015 ms | 4 - 24 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.867 ms | 5 - 7 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.719 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 8.237 ms | 4 - 21 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.851 ms | 5 - 23 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.425 ms | 14 - 49 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.936 ms | 0 - 52 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.591 ms | 4 - 62 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.432 ms | 15 - 81 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.797 ms | 4 - 49 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.3 ms | 5 - 56 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.66 ms | 5 - 57 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.356 ms | 5 - 5 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.294 ms | 17 - 17 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 9.004 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.582 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.673 ms | 2 - 6 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.279 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 21.094 ms | 2 - 14 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.004 ms | 1 - 11 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.695 ms | 4 - 6 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.989 ms | 0 - 18 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.653 ms | 2 - 5 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.279 ms | 1 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.663 ms | 2 - 16 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.503 ms | 6 - 31 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.04 ms | 2 - 46 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.281 ms | 9 - 65 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.88 ms | 1 - 49 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.118 ms | 2 - 2 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.425 ms | 15 - 15 MB | NPU | -- |
 
 
 
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