← Referring Expression Segmentation

Papers with Code · CC BY-SA 4.0

DAVIS 2017 (val)

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
UNINEXT-H	J&F 1st frame 72.5	Universal Instance Perception as Object Discovery and Retrieval 2023-03-12	코드 1
HyperSeg	J&F 1st frame 71.2	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
DEVA (ReferFormer)	J&F 1st frame 66.3	Tracking Anything with Decoupled Video Segmentation 2023-09-07	코드 1
HTR	J&F 1st frame 65.6	Temporally Consistent Referring Video Object Segmentation with Hybrid Memory 2024-03-28	코드 1
SgMg	J&F 1st frame 63.3	Spectrum-guided Multi-granularity Referring Video Object Segmentation 2023-07-25	코드 1
SafaRi-B	J&F 1st frame 61.3 Zero-Shot Transfer true	SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation 2024-07-02	연결 없음
ReferFormer	J&F 1st frame 61.1	Language as Queries for Referring Video Object Segmentation 2022-01-03	코드 1
PolyFormer-B	J&F 1st frame 60.9 Zero-Shot Transfer true	PolyFormer: Referring Image Segmentation as Sequential Polygon Generation 2023-02-14	코드 1
URVOS + Refer-Youtube-VOS + ft. DAVIS	J&F 1st frame 51.63	URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale Benchmark 논문 날짜 미기재	코드 1
HINet	J&F 1st frame 50.2 J&F Full video 47.9	Hierarchical interaction network for video object segmentation from referring expressions 2021-11-22	연결 없음
URVOS + Refer-Youtube-VOS	J&F 1st frame 46.85	URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale Benchmark 논문 날짜 미기재	코드 1
RefVOS + SynthRef-YouTube-VIS	J&F 1st frame 45.3 J&F Full video 44.8	SynthRef: Generation of Synthetic Referring Expressions for Object Segmentation 2021-06-08	코드 1 · 코드 2
RefVOS	J&F 1st frame 45.1	SynthRef: Generation of Synthetic Referring Expressions for Object Segmentation 2021-06-08	코드 1 · 코드 2
RefVOS	J&F 1st frame 44.5 J&F Full video 45.1	RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation 2020-10-01	코드 1 · 코드 2
URVOS	J&F 1st frame 44.1	URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale Benchmark 논문 날짜 미기재	코드 1
Khoreva et al.	J&F 1st frame 39.3 J&F Full video 37.1	Video Object Segmentation with Language Referring Expressions 2018-03-21	연결 없음
UniVS(Swin-L)	J&F 1st frame 59.4? J&F Full video 59.4	UniVS: Unified and Universal Video Segmentation with Prompts as Queries 2024-02-28	코드 1
VATEX	J&F score 65.4	Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding 2024-04-12	코드 1