← Referring Expression Segmentation

Papers with Code · CC BY-SA 4.0

RefCOCOg-test

아카이브 평가 18건 · 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
UniLSeg-100	Overall IoU 80.54	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
MLCD-Seg-7B	Overall IoU 80.5	Multi-label Cluster Discrimination for Visual Representation Learning 2024-07-24	코드 1
UniLSeg-20	Overall IoU 79.47	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
HyperSeg	Overall IoU 78.9	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
EVF-SAM	Overall IoU 78.3	EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model 2024-06-28	코드 1
C3VG	Overall IoU 76.39	Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints 2025-01-12	코드 1
DETRIS	Overall IoU 75.3	Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation 2025-01-15	코드 1
GROUNDHOG	Overall IoU 74.6	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation 2024-02-26	연결 없음
MaskRIS (Swin-B, combined DB)	Overall IoU 71.09	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
SafaRi-B	Overall IoU 71.06	SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 2024-07-02	연결 없음
PolyFormer-L	Overall IoU 70.19 Mean IoU 71.17	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
PolyFormer-B	Overall IoU 69.05 Mean IoU 69.88	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MaskRIS (Swin-B)	Overall IoU 66.5 Mean IoU 69.42	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
MagNet	Overall IoU 66.03	Mask Grounding for Referring Image Segmentation 2023-12-19	코드 1
LAVT (Swin-B)	Overall IoU 62.09	LAVT: Language-Aware Vision Transformer for Referring Image Segmentation 2021-12-04	코드 1
VLT (Darknet53)	Overall IoU 56.65	Vision-Language Transformer and Query Generation for Referring Segmentation 2021-08-12	코드 1
DeRIS-L	Mean IoU 81.32	DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy 2025-07-02	코드 1
VATEX	mIoU 70.58	Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding 2024-04-12	코드 1