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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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v0.39.0

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See https://github.com/quic/ai-hub-models/releases/v0.39.0 for changelog.

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  1. README.md +53 -46
README.md CHANGED
@@ -38,52 +38,59 @@ More details on model performance across various devices, can be found
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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 | 17.683 ms | 4 - 75 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.854 ms | 2 - 114 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.079 ms | 4 - 49 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 13.653 ms | 5 - 48 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.821 ms | 0 - 36 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.381 ms | 3 - 24 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 6.562 ms | 0 - 65 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 6.603 ms | 4 - 74 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.235 ms | 2 - 113 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 17.683 ms | 4 - 75 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.854 ms | 2 - 114 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.843 ms | 0 - 37 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.366 ms | 5 - 20 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.325 ms | 4 - 41 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.482 ms | 4 - 38 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.808 ms | 0 - 37 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.356 ms | 5 - 32 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 6.603 ms | 4 - 74 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 6.235 ms | 2 - 113 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.567 ms | 0 - 97 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 3.188 ms | 5 - 199 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.351 ms | 0 - 163 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.867 ms | 0 - 78 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.423 ms | 5 - 127 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.234 ms | 10 - 112 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.781 ms | 67 - 67 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.779 ms | 17 - 17 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.704 ms | 2 - 37 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.924 ms | 2 - 48 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.824 ms | 2 - 14 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 45.976 ms | 26 - 174 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.45 ms | 1 - 39 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 16.072 ms | 2 - 39 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 237.432 ms | 93 - 108 MB | CPU | -- |
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- | YOLOv8-Segmentation | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 185.128 ms | 91 - 98 MB | CPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.704 ms | 2 - 37 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.834 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.166 ms | 2 - 43 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.837 ms | 2 - 14 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.45 ms | 1 - 39 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.523 ms | 0 - 47 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 36.868 ms | 18 - 1666 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.769 ms | 2 - 45 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 32.565 ms | 40 - 809 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.286 ms | 8 - 8 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.242 ms | 58 - 58 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 | 16.502 ms | 4 - 74 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.264 ms | 1 - 111 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.316 ms | 4 - 48 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.516 ms | 5 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.111 ms | 0 - 37 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.072 ms | 5 - 48 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 6.422 ms | 0 - 62 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.96 ms | 4 - 74 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.91 ms | 1 - 111 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.502 ms | 4 - 74 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.264 ms | 1 - 111 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.141 ms | 0 - 36 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.075 ms | 5 - 32 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.583 ms | 4 - 40 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.34 ms | 4 - 35 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.118 ms | 0 - 37 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.12 ms | 5 - 39 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.96 ms | 4 - 74 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.91 ms | 1 - 111 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.066 ms | 0 - 97 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 3.056 ms | 5 - 207 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.212 ms | 0 - 174 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.434 ms | 0 - 76 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.306 ms | 5 - 126 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.106 ms | 9 - 125 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.984 ms | 0 - 72 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.84 ms | 5 - 126 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.92 ms | 0 - 102 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.412 ms | 111 - 111 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.497 ms | 17 - 17 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.352 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.734 ms | 2 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.715 ms | 2 - 14 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 47.619 ms | 20 - 177 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.392 ms | 1 - 34 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 13.006 ms | 2 - 39 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 234.292 ms | 89 - 106 MB | CPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 184.991 ms | 87 - 94 MB | CPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.352 ms | 1 - 33 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.739 ms | 2 - 13 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.042 ms | 2 - 41 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.735 ms | 2 - 13 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.392 ms | 1 - 34 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.457 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 36.488 ms | 0 - 1473 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.659 ms | 2 - 42 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 30.601 ms | 26 - 643 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | QNN_DLC | 4.438 ms | 2 - 46 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 7 Gen 5 QRD | Snapdragon® 7 Gen 5 Mobile | ONNX | 206.778 ms | 95 - 113 MB | CPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.395 ms | 2 - 38 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 31.338 ms | 21 - 625 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.116 ms | 4 - 4 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.36 ms | 58 - 58 MB | NPU | -- |
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