Papers with Code · CC BY-SA 4.0

RefCOCOg-val

아카이브 평가 23건 · 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 79.9	Multi-label Cluster Discrimination for Visual Representation Learning 2024-07-24	코드 1
HyperSeg	Overall IoU 79.4	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
UniLSeg-100	Overall IoU 79.27	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
UniLSeg-20	Overall IoU 78.41	Universal Segmentation at Arbitrary Granularity with Language Instruction 2023-12-04	코드 1 · 코드 2
EVF-SAM	Overall IoU 78.2	EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model 2024-06-28	코드 1
SegAgent	Overall IoU 75.11	SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories 2025-03-11	코드 1
DETRIS	Overall IoU 74.6	Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation 2025-01-15	코드 1
C3VG	Overall IoU 74.43	Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints 2025-01-12	코드 1
GROUNDHOG	Overall IoU 74.1	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation 2024-02-26	연결 없음
GLEE-Pro	Overall IoU 72.9	General Object Foundation Model for Images and Videos at Scale 2023-12-14	코드 1
SafaRi-B	Overall IoU 70.48	SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 2024-07-02	연결 없음
PolyFormer-L	Overall IoU 69.2 Mean IoU 71.15	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MaskRIS (Swin-B, combined DB)	Overall IoU 69.12	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
PolyFormer-B	Overall IoU 67.76 Mean IoU 69.36	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
MaskRIS (Swin-B)	Overall IoU 65.55 Mean IoU 69.31	MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation 2024-11-28	코드 1
MagNet	Overall IoU 65.36	Mask Grounding for Referring Image Segmentation 2023-12-19	코드 1
X-Decoder (Davit-d5)	Overall IoU 64.6	Generalized Decoding for Pixel, Image, and Language 2022-12-21	코드 1
VLT (Swin-B)	Overall IoU 63.49	VLT: Vision-Language Transformer and Query Generation for Referring Segmentation 2022-10-28	코드 1
LAVT	Overall IoU 61.24	LAVT: Language-Aware Vision Transformer for Referring Image Segmentation 2021-12-04	코드 1
VLT (Darknet53)	Overall IoU 52.99	Vision-Language Transformer and Query Generation for Referring Segmentation 2021-08-12	코드 1
SHNet	Overall IoU 49.90	Comprehensive Multi-Modal Interactions for Referring Image Segmentation 2021-04-21	코드 1
DeRIS-L	Mean IoU 80.01	DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy 2025-07-02	코드 1
VATEX	mIoU 69.73 IoU 0.7554	Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding 2024-04-12	코드 1