Papers with Code · CC BY-SA 4.0

Winoground

아카이브 평가 114건 · 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
MiniGPT-4	Text Score 23.3 Image Score 18.0 Group Score 9.5	Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs 2023-05-10	연결 없음
MiniGPT-4-7B (VisualGPTScore)	Text Score 23.25 Image Score 18.00 Group Score 9.50	An Examination of the Compositionality of Large Generative Vision-Language Models 2023-08-21	코드 1
VSE++ (COCO, ResNet)	Text Score 22.75 Image Score 8.00 Group Score 4.00	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
OFA tiny (ITM)	Text Score 22.75 Image Score 7.75 Group Score 4.50	Simple Token-Level Confidence Improves Caption Correctness 2023-05-11	연결 없음
LDM-CLIP (SelfEval)	Text Score 22.75 Image Score 7.25	SelfEval: Leveraging the discriminative nature of generative models for evaluation 2023-11-17	연결 없음
Gemini + CCoT	Text Score 22.5 Image Score 33 Group Score 20.75	CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs 2024-01-05	코드 1
InstructBLIP-CCoT	Text Score 21.0 Image Score 21.3 Group Score 8.3	Compositional Chain-of-Thought Prompting for Large Multimodal Models 2023-11-27	코드 1
VSRN (Flickr30k)	Text Score 20.00 Image Score 5.00 Group Score 3.50	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
VSE++ (Flickr30k, ResNet)	Text Score 20.00 Image Score 5.00 Group Score 2.75	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
VSE++ (Flickr30k, VGG)	Text Score 19.75 Image Score 6.25 Group Score 4.50	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
UniT (ITM finetuned)	Text Score 19.50 Image Score 6.25 Group Score 4.00	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
LXMERT	Text Score 19.25 Image Score 7.00 Group Score 4.00	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
TIFA	Text Score 19.00 Image Score 12.50 Group Score 11.30	What You See is What You Read? Improving Text-Image Alignment Evaluation 2023-05-17	코드 1
IDEFICS 80B	Text Score 18.75 Image Score 22.5 Group Score 8.0	연결 없음 논문 날짜 미기재	연결 없음
VSE++ (COCO, VGG)	Text Score 18.75 Image Score 5.50 Group Score 3.50	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
VSRN (COCO)	Text Score 17.50 Image Score 7.00 Group Score 3.75	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
PDM-CLIP (SelfEval)	Text Score 17.00 Image Score 14.00	SelfEval: Leveraging the discriminative nature of generative models for evaluation 2023-11-17	연결 없음
IDEFICS 9B	Text Score 16.8 Image Score 20.8 Group Score 5.0	연결 없음 논문 날짜 미기재	연결 없음
OFA tiny (TLC-A)	Text Score 16.50 Image Score 15.75 Group Score 6.75	Simple Token-Level Confidence Improves Caption Correctness 2023-05-11	연결 없음
VisualBERT base	Text Score 15.50 Image Score 2.50 Group Score 1.50	Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality 2022-04-07	코드 1 · 코드 2
MiniGPT-4-7B (BERTScore)	Text Score 14.00 Image Score 8.00 Group Score 2.75	An Examination of the Compositionality of Large Generative Vision-Language Models 2023-08-21	코드 1
LLaVA-7B (BERTScore)	Text Score 13.50 Image Score 5.25 Group Score 2.25	An Examination of the Compositionality of Large Generative Vision-Language Models 2023-08-21	코드 1
InstructBLIP-ZS-CoT	Text Score 9.3 Image Score 16.3 Group Score 4.0	Compositional Chain-of-Thought Prompting for Large Multimodal Models 2023-11-27	코드 1
InstructBLIP	Text Score 7.0 Image Score 11.5 Group Score 3.3	Compositional Chain-of-Thought Prompting for Large Multimodal Models 2023-11-27	코드 1