Polyp segmentation and neoplasm detection on NeoPolyp-Clean (test)
0.911Dice (Segmentation)NeoUNet
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| NeoUNet2021.07 | 0.911 | 0.837 | 0.72 | 0.563 | 0.889 | 0.8 | 68.3 | |
| NeoUNetHardware=NVIDIA Jetson AGX Xavier, FPS=68.3, Parameters=38,288,397, GFLOPS=39.882022.02 | 0.911 | 0.837 | 0.72 | 0.563 | 0.889 | 0.8 | — | |
| NeoUNetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.909 | 0.832 | 0.725 | 0.568 | 0.893 | 0.806 | 25.4 | |
| NeoUNetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.908 | 0.832 | 0.724 | 0.568 | 0.893 | 0.806 | 73.4 | |
| BlazeNeoPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.906 | 0.828 | 0.721 | 0.563 | 0.887 | 0.796 | 53.3 | |
| BlazeNeoPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.906 | 0.828 | 0.721 | 0.563 | 0.887 | 0.796 | 121.9 | |
| BlazeNeo-DHAHardware=NVIDIA Jetson AGX Xavier, FPS=81.5, Parameters=17,143,324, GFLOPS=11.062022.02 | 0.904 | 0.825 | 0.717 | 0.559 | 0.885 | 0.792 | — | |
| PraNet2021.07 | 0.895 | 0.811 | 0.705 | 0.544 | 0.873 | 0.775 | 55.6 | |
| PraNetHardware=NVIDIA Jetson AGX Xavier, FPS=55.6, Parameters=30,501,341, GFLOPS=13.112022.02 | 0.895 | 0.811 | 0.705 | 0.544 | 0.873 | 0.775 | — | |
| HarDNet-MSEGPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.891 | 0.804 | 0.685 | 0.521 | 0.871 | 0.771 | 52.2 | |
| HarDNet-MSEGPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.891 | 0.804 | 0.685 | 0.521 | 0.871 | 0.771 | 118.7 | |
| HarDNet-MSEG2021.07 | 0.883 | 0.791 | 0.659 | 0.492 | 0.869 | 0.769 | 77.1 | |
| HarDNet-MSEGHardware=NVIDIA Jetson AGX Xavier, FPS=77.1, Parameters=17,424,031, GFLOPS=11.382022.02 | 0.883 | 0.791 | 0.659 | 0.492 | 0.869 | 0.769 | — | |
| BlazeNeoPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.87 | 0.77 | 0.678 | 0.513 | 0.857 | 0.75 | 155.6 | |
| PraNetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.85 | 0.74 | 0.572 | 0.401 | 0.845 | 0.731 | 95.1 | |
| PraNetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.849 | 0.738 | 0.571 | 0.4 | 0.844 | 0.73 | 37 | |
| NeoUNetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.848 | 0.736 | 0.638 | 0.468 | 0.848 | 0.737 | 100.3 | |
| DoubleU-NetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.84 | 0.725 | 0.627 | 0.456 | 0.835 | 0.717 | 10.6 | |
| DoubleU-NetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.84 | 0.725 | 0.627 | 0.456 | 0.835 | 0.717 | 22.9 | |
| DoubleU-NetHardware=NVIDIA Jetson AGX Xavier, FPS=43.2, Parameters=18,836,804, GFLOPS=83.622022.02 | 0.837 | 0.72 | 0.621 | 0.45 | 0.832 | 0.712 | — | |
| DoubleU-NetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.835 | 0.717 | 0.562 | 0.391 | 0.83 | 0.709 | 46.7 | |
| PraNetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.817 | 0.691 | 0.575 | 0.404 | 0.815 | 0.688 | 116.7 | |
| DDANetHardware=NVIDIA Jetson AGX Xavier, FPS=46.2, Parameters=6,840,000, GFLOPS=31.452022.02 | 0.813 | 0.684 | 0.578 | 0.406 | 0.802 | 0.67 | — | |
| HarDNet-MSEGPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.81 | 0.68 | 0.594 | 0.422 | 0.799 | 0.665 | 143.7 | |
| UNetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.8 | 0.667 | 0.537 | 0.367 | 0.781 | 0.641 | 10.7 | |
| UNetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.8 | 0.666 | 0.537 | 0.367 | 0.781 | 0.641 | 35.5 | |
| DDANetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.799 | 0.665 | 0.557 | 0.386 | 0.776 | 0.635 | 16.6 | |
| DDANetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.799 | 0.665 | 0.557 | 0.386 | 0.776 | 0.635 | 31.8 | |
| U-Net2021.07 | 0.785 | 0.646 | 0.525 | 0.356 | 0.773 | 0.631 | 69.6 | |
| U-NetHardware=NVIDIA Jetson AGX Xavier, FPS=69.6, Parameters=31,043,651, GFLOPS=103.592022.02 | 0.785 | 0.646 | 0.525 | 0.356 | 0.773 | 0.631 | — | |
| DDANetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.77 | 0.626 | 0.492 | 0.326 | 0.748 | 0.598 | 46.4 | |
| UNetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.764 | 0.618 | 0.501 | 0.334 | 0.753 | 0.604 | 44.8 | |
| ColonSegNetPrecision=FP16, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.746 | 0.594 | 0.528 | 0.359 | 0.728 | 0.572 | 26.3 | |
| ColonSegNetPrecision=FP32, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.745 | 0.594 | 0.528 | 0.359 | 0.728 | 0.572 | 9.4 | |
| ColonSegNetHardware=NVIDIA Jetson AGX Xavier, FPS=44.9, Parameters=5,010,000, GFLOPS=64.842022.02 | 0.738 | 0.585 | 0.505 | 0.338 | 0.732 | 0.577 | — | |
| ColonSegNetPrecision=INT8, Hardware=NVIDIA Jetson AGX Xavier2022.02 | 0.672 | 0.507 | 0.456 | 0.295 | 0.633 | 0.463 | 41.6 |