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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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v0.43.0

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See https://github.com/quic/ai-hub-models/releases/v0.43.0 for changelog.

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  1. README.md +45 -45
README.md CHANGED
@@ -38,51 +38,51 @@ 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 | 16.724 ms | 4 - 87 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.226 ms | 2 - 131 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.206 ms | 4 - 52 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.183 ms | 5 - 41 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.16 ms | 0 - 72 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.03 ms | 2 - 81 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.856 ms | 0 - 93 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.997 ms | 4 - 87 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 23.544 ms | 1 - 94 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.724 ms | 4 - 87 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.226 ms | 2 - 131 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.195 ms | 0 - 83 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.02 ms | 5 - 57 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.419 ms | 4 - 42 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.431 ms | 0 - 35 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.193 ms | 0 - 71 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.971 ms | 0 - 79 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.997 ms | 4 - 87 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 23.544 ms | 1 - 94 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.12 ms | 0 - 158 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.989 ms | 5 - 256 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.976 ms | 0 - 110 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.455 ms | 0 - 91 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.268 ms | 5 - 107 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 3.325 ms | 0 - 89 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.948 ms | 0 - 86 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.81 ms | 3 - 128 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.816 ms | 3 - 74 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.357 ms | 130 - 130 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.008 ms | 17 - 17 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.45 ms | 2 - 32 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.61 ms | 2 - 47 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.684 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.351 ms | 0 - 30 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 14.935 ms | 2 - 45 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.45 ms | 2 - 32 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.696 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.06 ms | 2 - 39 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.705 ms | 2 - 13 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.351 ms | 0 - 30 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.462 ms | 2 - 42 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.673 ms | 2 - 40 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 4.744 ms | 2 - 41 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.403 ms | 2 - 40 MB | NPU | -- |
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- | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.101 ms | 12 - 12 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 | 16.823 ms | 4 - 84 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.211 ms | 1 - 96 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.306 ms | 4 - 49 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.252 ms | 5 - 48 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.313 ms | 0 - 76 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.982 ms | 3 - 82 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.862 ms | 0 - 59 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 6.101 ms | 4 - 83 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 23.343 ms | 1 - 96 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.823 ms | 4 - 84 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.211 ms | 1 - 96 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.187 ms | 0 - 74 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.976 ms | 3 - 78 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.572 ms | 4 - 41 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.435 ms | 3 - 38 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.285 ms | 0 - 70 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.996 ms | 5 - 86 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 6.101 ms | 4 - 83 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 23.343 ms | 1 - 96 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.194 ms | 0 - 150 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.974 ms | 5 - 226 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.951 ms | 2 - 108 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.482 ms | 0 - 91 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.288 ms | 5 - 108 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 3.439 ms | 12 - 104 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.992 ms | 0 - 86 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.766 ms | 5 - 131 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.78 ms | 4 - 79 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.363 ms | 131 - 131 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.995 ms | 17 - 17 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 10.59 ms | 2 - 113 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.66 ms | 2 - 32 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.727 ms | 2 - 42 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.757 ms | 2 - 12 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 17.927 ms | 1 - 31 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.66 ms | 2 - 32 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.779 ms | 2 - 14 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.157 ms | 2 - 39 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.783 ms | 2 - 12 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 17.927 ms | 1 - 31 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.528 ms | 2 - 44 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.712 ms | 2 - 45 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 4.677 ms | 2 - 40 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.417 ms | 2 - 41 MB | NPU | -- |
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+ | YOLOv8-Segmentation | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.196 ms | 11 - 11 MB | NPU | -- |
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