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YOLOv8-Segmentation

Image Segmentation
PyTorch
real_time
android
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v0.36.0

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See https://github.com/quic/ai-hub-models/releases/v0.36.0 for changelog.

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  1. README.md +12 -12
README.md CHANGED
@@ -38,31 +38,31 @@ 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 | 17.651 ms | 4 - 83 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.907 ms | 2 - 114 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.6 ms | 4 - 48 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 10.612 ms | 5 - 42 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.78 ms | 4 - 42 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.316 ms | 5 - 54 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 6.613 ms | 4 - 83 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.245 ms | 1 - 113 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 17.651 ms | 4 - 83 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.907 ms | 2 - 114 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.794 ms | 4 - 44 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.297 ms | 5 - 36 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.811 ms | 4 - 40 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.507 ms | 4 - 39 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.795 ms | 4 - 44 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.322 ms | 5 - 38 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 6.613 ms | 4 - 83 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 6.245 ms | 1 - 113 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.792 ms | 4 - 42 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.333 ms | 5 - 33 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.556 ms | 5 - 53 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.571 ms | 0 - 103 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 3.207 ms | 5 - 203 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.963 ms | 16 - 196 MB | NPU | -- |
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- | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.458 ms | 0 - 73 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.882 ms | 5 - 124 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.354 ms | 5 - 128 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.713 ms | 68 - 68 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 | 17.744 ms | 4 - 75 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 16.907 ms | 2 - 114 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.646 ms | 4 - 51 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 10.612 ms | 5 - 42 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.908 ms | 0 - 37 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.316 ms | 5 - 54 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 6.744 ms | 4 - 75 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.245 ms | 1 - 113 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 17.744 ms | 4 - 75 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 16.907 ms | 2 - 114 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.84 ms | 0 - 37 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.297 ms | 5 - 36 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.869 ms | 4 - 41 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.507 ms | 4 - 39 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.859 ms | 0 - 36 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.322 ms | 5 - 38 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 6.744 ms | 4 - 75 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 6.245 ms | 1 - 113 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.86 ms | 0 - 38 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.333 ms | 5 - 33 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.556 ms | 5 - 53 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.648 ms | 0 - 93 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 3.207 ms | 5 - 203 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.963 ms | 16 - 196 MB | NPU | -- |
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+ | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.491 ms | 4 - 76 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.882 ms | 5 - 124 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.354 ms | 5 - 128 MB | NPU | -- |
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  | YOLOv8-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.713 ms | 68 - 68 MB | NPU | -- |