Papers with Code · CC BY-SA 4.0

RefCOCO+ test B

아카이브 평가 30건 · 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
MLCD-Seg-7B	Overall IoU 75.6	Multi-label Cluster Discrimination for Visual Representation Learning 2024-07-24	코드 1
HyperSeg	Overall IoU 75.2	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
EVF-SAM	Overall IoU 71.9	EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model 2024-06-28	코드 1
DETRIS	Overall IoU 70.2	Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation 2025-01-15	코드 1
C3VG	Overall IoU 68.95	Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints 2025-01-12	코드 1
UniLSeg-100	Overall IoU 68.15	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
UniLSeg-20	Overall IoU 66.99	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
UNINEXT-H	Overall IoU 66.22	Universal Instance Perception as Object Discovery and Retrieval 2023-03-12	코드 1
GROUNDHOG	Overall IoU 64.9	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation 2024-02-26	연결 없음
SafaRi-B	Overall IoU 64.88	SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 2024-07-02	연결 없음
MaskRIS (Swin-B, combined DB)	Overall IoU 62.83	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
PolyFormer-L	Overall IoU 61.87 Mean IoU 66.73	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MaskRIS (Swin-B)	Overall IoU 59.39 Mean IoU 64.5	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
PolyFormer-B	Overall IoU 59.33 Mean IoU 64.64	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MagNet	Overall IoU 58.14	Mask Grounding for Referring Image Segmentation 2023-12-19	코드 1
ReLA	Overall IoU 57.65	GRES: Generalized Referring Expression Segmentation 2023-06-01	코드 1 · 코드 2
VLT	Overall IoU 56.92	VLT: Vision-Language Transformer and Query Generation for Referring Segmentation 2022-10-28	코드 1
MaIL	Overall IoU 56.06	MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation 2021-11-21	연결 없음
LAVT	Overall IoU 55.1	LAVT: Language-Aware Vision Transformer for Referring Image Segmentation 2021-12-04	코드 1
CRIS	Overall IoU 53.68	CRIS: CLIP-Driven Referring Image Segmentation 2021-11-30	코드 1
VLT	Overall IoU 49.36	Vision-Language Transformer and Query Generation for Referring Segmentation 2021-08-12	코드 1
SHNet	Overall IoU 44.12	Comprehensive Multi-Modal Interactions for Referring Image Segmentation 2021-04-21	코드 1
CPMC	Overall IoU 43.23	Referring Image Segmentation via Cross-Modal Progressive Comprehension 2020-10-01	코드 1
BRINet	Overall IoU 42.13	Bi-Directional Relationship Inferring Network for Referring Image Segmentation 2020-06-01	연결 없음
STEP (5-fold)	Overall IoU 40.41	See-Through-Text Grouping for Referring Image Segmentation 2019-10-01	연결 없음
MattNet	Overall IoU 40.08	MAttNet: Modular Attention Network for Referring Expression Comprehension 2018-01-24	코드 1
CMSA	Overall IoU 37.89	Cross-Modal Self-Attention Network for Referring Image Segmentation 2019-04-09	코드 1
RefVOS with BERT + MLM loss	Overall IoU 36.17	RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation 2020-10-01	코드 1 · 코드 2
DeRIS-L	Mean IoU 78.59	DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy 2025-07-02	코드 1
VATEX	mIoU 62.52	Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding 2024-04-12	코드 1