Papers with Code · CC BY-SA 4.0

CVC-ColonDB

아카이브 평가 25건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
RAPUNet	mean Dice 0.9526 mIoU 0.9096	MetaFormer and CNN Hybrid Model for Polyp Image Segmentation 2024-09-16	코드 1
DUCK-Net	mean Dice 0.9353 mIoU 0.8785	Using DUCK-Net for Polyp Image Segmentation 2023-11-03	코드 1 · 코드 2
EMCAD	mean Dice 0.9231	EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 2024-05-11	코드 1
SegMed	mean Dice 0.921 mIoU 0.854	From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures 2025-01-31	연결 없음
UniNet	mean Dice 0.919 mIoU 0.856	UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection 2025-02-28	코드 1
ProMISe	mean Dice 0.874 mIoU 0.789	ProMISe: Promptable Medical Image Segmentation using SAM 2024-03-07	코드 1
Meta-Polyp	mean Dice 0.867 mIoU 0.79	Meta-Polyp: a baseline for efficient Polyp segmentation 2023-05-13	코드 1 · 코드 2
ResUNet++ + TTA	mean Dice 0.8474 mIoU 0.8466	A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation 2021-07-26	코드 1
PVT-GCASCADE	mean Dice 0.8261 mIoU 0.7460	G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation 2023-10-24	코드 1
PVT-CASCADE	mean Dice 0.8254 mIoU 0.7453	Medical Image Segmentation via Cascaded Attention Decoding 2023-01-03	코드 1
DuAT	mean Dice 0.819 mIoU 0.737 Average MAE 0.026	DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation 2022-12-21	코드 1
ESFPNet-L	mean Dice 0.811 mIoU 0.730	ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video 2022-07-15	코드 1
Polyp-PVT	mean Dice 0.808 mIoU 0.727 Average MAE 0.031 S-Measure 0.865 max E-Measure 0.913	Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers 2021-08-16	코드 1 · 코드 2
SSFormer-L	mean Dice 0.802 mIoU 0.721	Stepwise Feature Fusion: Local Guides Global 2022-03-07	코드 1
UACANet-S	mean Dice 0.783 mIoU 0.704 Average MAE 0.034 S-Measure 0.848 max E-Measure 0.897	UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation 2021-07-06	코드 1
SAM-EG	mean Dice 0.774 mIoU 0.689	SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation 2024-06-21	연결 없음
HarDNet-DFUS	mean Dice 0.774	HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation 2022-09-15	코드 1 · 코드 2
CaraNet	mean Dice 0.773 mIoU 0.689 Average MAE 0.042 S-Measure 0.853 max E-Measure 0.902	CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects 2021-08-16	코드 1
TransFuse-S	mean Dice 0.773 mIoU 0.696	TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation 2021-02-16	코드 1
KDAS	mean Dice 0.759 mIoU 0.679 Average MAE 0.032	KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation 2023-12-13	코드 1 · 코드 2
COMMA (Res2Net-50)	mean Dice 0.754 mIoU 0.689 Average MAE 0.037 S-Measure 0.849 max E-Measure 0.897	COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation 2022-02-17	연결 없음
UACANet-L	mean Dice 0.751 mIoU 0.678 Average MAE 0.039 S-Measure 0.835 max E-Measure 0.878	UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation 2021-07-06	코드 1
TransFuse-L	mean Dice 0.744 mIoU 0.676	TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation 2021-02-16	코드 1
HarDNet-MSEG	mean Dice 0.731 mIoU 0.660	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS 2021-01-18	코드 1 · 코드 2 · 코드 3 · 코드 4
PraNet	mean Dice 0.709 mIoU 0.649 Average MAE 0.045 S-Measure 0.819 max E-Measure 0.869	PraNet: Parallel Reverse Attention Network for Polyp Segmentation 2020-06-13	코드 1 · 코드 2 · 코드 3 · 코드 4