Papers with Code · CC BY-SA 4.0

RefCoCo val

아카이브 평가 37건 · 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
DeRIS-L	Overall IoU 85.41 Mean IoU 85.72	DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy 2025-07-02	코드 1
HyperSeg	Overall IoU 84.8	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
PSALM	Overall IoU 83.6	PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model 2024-03-21	코드 1
MLCD-Seg-7B	Overall IoU 83.6	Multi-label Cluster Discrimination for Visual Representation Learning 2024-07-24	코드 1
HIPIE	Overall IoU 82.8	Hierarchical Open-vocabulary Universal Image Segmentation 2023-07-03	코드 1
EVF-SAM	Overall IoU 82.4	EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model 2024-06-28	코드 1
UNINEXT-H	Overall IoU 82.19	Universal Instance Perception as Object Discovery and Retrieval 2023-03-12	코드 1
UniLSeg-100	Overall IoU 81.74	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
DETRIS	Overall IoU 81.0	Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation 2025-01-15	코드 1
C3VG	Overall IoU 80.89	Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints 2025-01-12	코드 1
GLEE-Pro	Overall IoU 80.0	General Object Foundation Model for Images and Videos at Scale 2023-12-14	코드 1
SegAgent	Overall IoU 79.7	SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories 2025-03-11	코드 1
MaskRIS (Swin-B, combined DB)	Overall IoU 78.71	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
GROUNDHOG	Overall IoU 78.5	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation 2024-02-26	연결 없음
SafaRi-B	Overall IoU 77.21	SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 2024-07-02	연결 없음
MaskRIS (Swin-B)	Overall IoU 76.49 Mean IoU 78.35	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
PolyFormer-L	Overall IoU 75.96 Mean IoU 76.94	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MagNet	Overall IoU 75.24	Mask Grounding for Referring Image Segmentation 2023-12-19	코드 1
PolyFormer-B	Overall IoU 74.82	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
ReLA	Overall IoU 73.82	GRES: Generalized Referring Expression Segmentation 2023-06-01	코드 1 · 코드 2
VPD	Overall IoU 73.25	Unleashing Text-to-Image Diffusion Models for Visual Perception 2023-03-03	코드 1 · 코드 2
VLT	Overall IoU 72.96	VLT: Vision-Language Transformer and Query Generation for Referring Segmentation 2022-10-28	코드 1
ETRIS	Overall IoU 71.06	Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation 2023-07-21	코드 1
RefTR	Overall IoU 70.56	Referring Transformer: A One-step Approach to Multi-task Visual Grounding 2021-06-06	코드 1
CRIS	Overall IoU 70.47	CRIS: CLIP-Driven Referring Image Segmentation 2021-11-30	코드 1
MaIL	Overall IoU 70.13	MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation 2021-11-21	연결 없음
VLT	Overall IoU 65.65	Vision-Language Transformer and Query Generation for Referring Segmentation 2021-08-12	코드 1
SHNet	Overall IoU 65.32 Precision@0.9 16.23 Precision@0.8 46.16 Precision@0.7 61.21 Precision@0.6 69.36 Precision@0.5 75.18	Comprehensive Multi-Modal Interactions for Referring Image Segmentation 2021-04-21	코드 1
CPMC	Overall IoU 61.36	Referring Image Segmentation via Cross-Modal Progressive Comprehension 2020-10-01	코드 1
BRINet	Overall IoU 61.35	Bi-Directional Relationship Inferring Network for Referring Image Segmentation 2020-06-01	연결 없음