← Medical Image Segmentation

Papers with Code · CC BY-SA 4.0

MoNuSeg

아카이브 평가 15건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
Stardist	F1 84.6	Cell Detection with Star-convex Polygons 2018-06-09	코드 1 · 코드 2 · 코드 3
ReN-UNet	F1 84.12 IoU 73.06 AHD95 2.2422 ASD 0.1583	Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion 2025-04-08	코드 1
Hi-gMISnet	F1 82.50	Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN 2024-05-20	코드 1
LViT-L	F1 81.01 IoU 68.2	LViT: Language meets Vision Transformer in Medical Image Segmentation 2022-06-29	코드 1
MDM	F1 81.01	Masked Diffusion as Self-supervised Representation Learner 2023-08-10	코드 1
LViT-LW	F1 80.66 IoU 67.71	LViT: Language meets Vision Transformer in Medical Image Segmentation 2022-06-29	코드 1
UCTransNet	F1 79.87 IoU 66.68	LViT: Language meets Vision Transformer in Medical Image Segmentation 2022-06-29	코드 1
LoGo	F1 79.56 IoU 66.17	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation 2021-02-21	코드 1 · 코드 2
MedT	F1 79.55 IoU 66.17	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation 2021-02-21	코드 1 · 코드 2
GTUNet	F1 79.26 IoU 65.94	LViT: Language meets Vision Transformer in Medical Image Segmentation 2022-06-29	코드 1
UNet++	F1 77.01 IoU 63.04	LViT: Language meets Vision Transformer in Medical Image Segmentation 2022-06-29	코드 1
U-Net	F1 76.83 IoU 62.49	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation 2021-02-21	코드 1 · 코드 2
HistoSeg	IoU 71.06	HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images 2022-09-01	코드 1
DoubleUnet-DCA	IoU 65.97	Dual Cross-Attention for Medical Image Segmentation 2023-03-30	코드 1
MCADS-Decoder	mIoU 74.04	Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention 2025-06-23	코드 1