| MetaFormer and CNN Hybrid Model for Polyp Image Segmentation | ✓ Link | 0.9572 | | | | 0.9179 | RAPUNet | 2024-09-16 |
| From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures | | 0.936 | | | | 0.879 | SegMed | 2025-01-31 |
| Using DUCK-Net for Polyp Image Segmentation | ✓ Link | 0.9354 | | | | 0.8788 | DUCK-Net | 2023-11-03 |
| EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation | ✓ Link | 0.9229 | | | | | EMCAD | 2024-05-11 |
| ProMISe: Promptable Medical Image Segmentation using SAM | ✓ Link | 0.840 | | | | 0.750 | ProMISe | 2024-03-07 |
| RSAFormer: A method of polyp segmentation with region self-attention transformer | ✓ Link | 0.835 | | | | | RSAFormer | 2024-04-01 |
| ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video | ✓ Link | 0.823 | | | | 0.748 | ESFPNet-L | 2022-07-15 |
| DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation | ✓ Link | 0.822 | 0.013 | | | 0.746 | DuAT | 2022-12-21 |
| Medical Image Segmentation via Cascaded Attention Decoding | ✓ Link | 0.8007 | | | | 0.7258 | PVT-CASCADE | 2023-01-03 |
| Stepwise Feature Fusion: Local Guides Global | ✓ Link | 0.796 | | | | 0.720 | SSFormer-L | 2022-03-07 |
| MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation | ✓ Link | 0.789 | | | | 0.709 | MEGANet(ResNet-34) | 2023-09-06 |
| Meta-Polyp: a baseline for efficient Polyp segmentation | ✓ Link | 0.78 | | | | 0.704 | Meta-Polyp | 2023-05-13 |
| UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation | ✓ Link | 0.766 | 0.012 | 0.859 | 0.905 | 0.689 | UACANet-L | 2021-07-06 |
| SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation | | 0.757 | | | | 0.681 | SAM-EG | 2024-06-21 |
| CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects | ✓ Link | 0.747 | 0.017 | 0.868 | 0.894 | 0.672 | CaraNet | 2021-08-16 |
| MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation | ✓ Link | 0.739 | | | | 0.665 | MEGANet(Res2Net-50) | 2023-09-06 |
| TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation | ✓ Link | 0.737 | | | | 0.661 | TransFuse-L | 2021-02-16 |
| TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation | ✓ Link | 0.733 | | | | 0.659 | TransFuse-S | 2021-02-16 |
| HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation | ✓ Link | 0.730 | | | | | HarDNet-DFUS | 2022-09-15 |
| COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation | | 0.711 | 0.015 | 0.844 | 0.887 | 0.648 | COMMA (Res2Net-50) | 2022-02-17 |
| UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation | ✓ Link | 0.694 | 0.023 | 0.815 | 0.851 | 0.615 | UACANet-S | 2021-07-06 |
| HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS | ✓ Link | 0.677 | | | | 0.613 | HarDNet-MSEG | 2021-01-18 |
| ResUNet++: An Advanced Architecture for Medical Image Segmentation | ✓ Link | 0.6364 | | | | 0.7534 | ResUNet++ | 2019-11-16 |
| PraNet: Parallel Reverse Attention Network for Polyp Segmentation | ✓ Link | 0.6280 | 0.031 | 0.794 | 0.841 | 0.5670 | PraNet | 2020-06-13 |
| A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation | ✓ Link | 0.6136 | | | | 0.7458 | ResUNet++ + TTA | 2021-07-26 |