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YOLOv8-Segmentation

Image Segmentation
PyTorch
TF Lite
ONNX
real_time
android
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@@ -36,27 +36,29 @@ 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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- | YOLOv8-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.541 ms | 4 - 6 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 | 4 - 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 | 7.616 ms | 13 - 22 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 | 4.861 ms | 3 - 112 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 | 4.775 ms | 5 - 62 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 | 5.228 ms | 18 - 133 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 | 6.414 ms | 0 - 19 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 | 6.283 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.446 ms | 0 - 200 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 | 6.278 ms | 5 - 10 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 6.49 ms | 4 - 7 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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- | YOLOv8-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 6.277 ms | 5 - 12 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.533 ms | 4 - 14 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 | 6.38 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.61 ms | 5 - 103 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 | 9.155 ms | 5 - 44 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.508 ms | 4 - 75 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 | 3.685 ms | 5 - 57 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.821 ms | 0 - 71 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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- | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.215 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.647 ms | 17 - 17 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
 
 
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@@ -121,8 +123,8 @@ Profiling Results
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  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, 6]
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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 | 6.591 ms | 1 - 10 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 | 6.389 ms | 5 - 15 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 | 7.643 ms | 3 - 10 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 | 4.663 ms | 3 - 114 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 | 4.567 ms | 0 - 57 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 | 4.934 ms | 17 - 136 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 | 4.507 ms | 3 - 74 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 | 4.471 ms | 5 - 55 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.102 ms | 16 - 88 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 | 6.429 ms | 4 - 18 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 | 6.397 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.463 ms | 4 - 7 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 | 6.264 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 6.451 ms | 1 - 3 MB | FP16 | NPU | [YOLOv8-Segmentation.tflite](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.tflite) |
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+ | YOLOv8-Segmentation | SA8775 (Proxy) | SA8775P Proxy | QNN | 6.329 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.445 ms | 0 - 11 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 | 6.397 ms | 5 - 10 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | SA8295P ADP | SA8295P | TFLITE | 10.865 ms | 4 - 65 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 | 10.346 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.619 ms | 4 - 102 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 | 9.131 ms | 5 - 41 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.223 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.62 ms | 17 - 17 MB | FP16 | NPU | [YOLOv8-Segmentation.onnx](https://huggingface.co/qualcomm/YOLOv8-Segmentation/blob/main/YOLOv8-Segmentation.onnx) |
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  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) : 6.6
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+ Estimated peak memory usage (MB): [1, 10]
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  Total # Ops : 338
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  Compute Unit(s) : NPU (338 ops)
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  ```