Papers with Code · CC BY-SA 4.0

COCO-Stuff-27

아카이브 평가 29건 · 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
DynaSeg - FSF (ResNet-18 FPN)	Clustering [Accuracy] 81.1 Clustering [mIoU] 54.1	DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity 2024-05-09	코드 1
DiffCut	Clustering [mIoU] 49.1	DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut 2024-06-05	코드 1
CAUSE (DINOv2, ViT-B/14)	Clustering [Accuracy] 78.0 Clustering [mIoU] 45.3	Causal Unsupervised Semantic Segmentation 2023-10-11	코드 1
CAUSE (ViT-B/8)	Clustering [Accuracy] 74.9 Clustering [mIoU] 41.9	Causal Unsupervised Semantic Segmentation 2023-10-11	코드 1
U2Seg	Clustering [Accuracy] 63.9 Clustering [mIoU] 30.2	Unsupervised Universal Image Segmentation 2023-12-28	코드 1 · 코드 2
PriMaPs+STEGO (DINO ViT-B/8)	Clustering [Accuracy] 57.9 Clustering [mIoU] 29.7	Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals 2024-04-25	코드 1
DepthG (ViT-B/8)	Clustering [Accuracy] 58.6 Clustering [mIoU] 29.0 Linear Classifier [mIoU] 41.6 Linear Classifier [Accuracy] 75.5	Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling 2023-09-21	코드 1
STEGO (ViT-B/8)	Clustering [Accuracy] 56.9 Clustering [mIoU] 28.2	Unsupervised Semantic Segmentation by Distilling Feature Correspondences 2022-03-16	코드 1 · 코드 2 · 코드 3
EAGLE (DINO, ViT-S/8)	Clustering [Accuracy] 64.2 Clustering [mIoU] 27.2 Linear Classifier [mIoU] 43.9 Linear Classifier [Accuracy] 76.8	EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation 2024-03-03	코드 1
SmooSeg (DINO, ViT-S/8)	Clustering [Accuracy] 63.2 Clustering [mIoU] 26.7	연결 없음 논문 날짜 미기재	연결 없음
DepthG w/ 3D-LHP (ViT-S/8)	Clustering [Accuracy] 55.1 Clustering [mIoU] 26.7 Linear Classifier [mIoU] 37.8 Linear Classifier [Accuracy] 73.9	Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling 2023-09-21	코드 1
EQUSS	Clustering [Accuracy] 53.8 Clustering [mIoU] 25.8 Linear Classifier [mIoU] 41.2 Linear Classifier [Accuracy] 75.2	Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization 2023-12-12	연결 없음
EQUSS (ViT-S)	Clustering [Accuracy] 53.8 Clustering [mIoU] 25.8	Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization 2023-12-12	연결 없음
DepthG (ViT-S/8)	Clustering [Accuracy] 56.3 Clustering [mIoU] 25.6 Linear Classifier [mIoU] 38.9 Linear Classifier [Accuracy] 73.7	Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling 2023-09-21	코드 1
PriMaPs+HP (DINO ViT-S/8)	Clustering [Accuracy] 57.8 Clustering [mIoU] 25.1	Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals 2024-04-25	코드 1
HP (ViT-S/8)	Clustering [Accuracy] 57.2 Clustering [mIoU] 24.6 Linear Classifier [mIoU] 42.7 Linear Classifier [Accuracy] 75.6	Leveraging Hidden Positives for Unsupervised Semantic Segmentation 2023-03-27	코드 1
STEGO (ViT-S/8)	Clustering [mIoU] 24.5 Linear Classifier [mIoU] 38.3 Linear Classifier [Accuracy] 74.4	Unsupervised Semantic Segmentation by Distilling Feature Correspondences 2022-03-16	코드 1 · 코드 2 · 코드 3
HP (ViT-S/16)	Clustering [Accuracy] 54.5 Clustering [mIoU] 24.3 Linear Classifier [mIoU] 39.1 Linear Classifier [Accuracy] 74.1	Leveraging Hidden Positives for Unsupervised Semantic Segmentation 2023-03-27	코드 1
CrOC (ViT-S/16, COCO+)	Clustering [mIoU] 21.9	CrOC: Cross-View Online Clustering for Dense Visual Representation Learning 2023-03-23	코드 1 · 코드 2
ViCE	Clustering [Accuracy] 64.8 Clustering [mIoU] 21.77	ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment 2021-11-24	코드 1
FS4	Clustering [Accuracy] 40.38 Clustering [mIoU] 15.69	Fully Self-Supervised Learning for Semantic Segmentation 2022-02-24	연결 없음
PiCIE + H	Clustering [Accuracy] 49.99 Clustering [mIoU] 14.36	PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering 2021-03-30	코드 1 · 코드 2
SGSeg	Clustering [Accuracy] 55.7	Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks 2022-10-21	연결 없음
SAN	Clustering [Accuracy] 52.0	Rethinking Alignment and Uniformity in Unsupervised Semantic Segmentation 2022-11-26	연결 없음
PiCIE	Clustering [Accuracy] 48.1	PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering 2021-03-30	코드 1 · 코드 2
Ours (SlotCon)	Clustering [Accuracy] 42.36	Self-Supervised Visual Representation Learning with Semantic Grouping 2022-05-30	코드 1
IIC	Clustering [Accuracy] 21.8	Invariant Information Clustering for Unsupervised Image Classification and Segmentation 2018-07-17	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
HCL (ViT-S/8)	Linear Classifier [mIoU] 47.4 Linear Classifier [Accuracy] 77.3	Hierarchical Context Learning of object components for unsupervised semantic segmentation 2025-04-29	코드 1
HCL (ViT-S/16)	Linear Classifier [mIoU] 45.8 Linear Classifier [Accuracy] 76.7	Hierarchical Context Learning of object components for unsupervised semantic segmentation 2025-04-29	코드 1