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CREPE (Compositional REPresentation Evaluation)

아카이브 평가 22건 · 마지막 적재/변경

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
모델원본 지표·값논문구현
ViT-L-14 (LAION400M)
Recall@1 (HN-Atom + HN-Comp, SC)
39.44
Recall@1 (HN-Atom + HN-Comp, UC)
33.81
Recall@1 (HN-Atom, UC)
47.86
Recall@1 (HN-Comp, UC)
60.78
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
ViT-B-16+240 (LAION400M)
Recall@1 (HN-Atom + HN-Comp, SC)
37.32
Recall@1 (HN-Atom + HN-Comp, UC)
32.26
Recall@1 (HN-Atom, UC)
46.53
Recall@1 (HN-Comp, UC)
60.19
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
ViT-B-16 (LAION400M)
Recall@1 (HN-Atom + HN-Comp, SC)
37.01
Recall@1 (HN-Atom + HN-Comp, UC)
30.81
Recall@1 (HN-Atom, UC)
44.93
Recall@1 (HN-Comp, UC)
59.00
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
ViT-B-32 (LAION400M)
Recall@1 (HN-Atom + HN-Comp, SC)
34.28
Recall@1 (HN-Atom + HN-Comp, UC)
28.00
Recall@1 (HN-Atom, UC)
42.75
Recall@1 (HN-Comp, UC)
54.80
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
RN50 (YFCC15M)
Recall@1 (HN-Atom + HN-Comp, SC)
23.38
Recall@1 (HN-Atom + HN-Comp, UC)
20.08
Recall@1 (HN-Atom, UC)
39.85
Recall@1 (HN-Comp, UC)
39.83
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
RN50 (CC12M)
Recall@1 (HN-Atom + HN-Comp, SC)
23.26
Recall@1 (HN-Atom + HN-Comp, UC)
19.96
Recall@1 (HN-Atom, UC)
34.88
Recall@1 (HN-Comp, UC)
45.27
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
RN101 (YFCC15M)
Recall@1 (HN-Atom + HN-Comp, SC)
22.74
Recall@1 (HN-Atom + HN-Comp, UC)
20.50
Recall@1 (HN-Atom, UC)
39.50
Recall@1 (HN-Comp, UC)
39.56
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
Random
Recall@1 (HN-Atom + HN-Comp, SC)
9.09
Recall@1 (HN-Atom + HN-Comp, UC)
9.09
Recall@1 (HN-Atom, UC)
20.00
Recall@1 (HN-Comp, UC)
14.29
CREPE: Can Vision-Language Foundation Models Reason Compositionally?
2022-12-13
코드 1
Swin-T (MosaiCLIP, CC-12M)
Recall@1 (HN-Atom, UC)
44.5
Recall@1 (HN-Comp, UC)
92.1
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
RN-50 (MosaiCLIP, CC-12M)
Recall@1 (HN-Atom, UC)
44.4
Recall@1 (HN-Comp, UC)
92.6
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
MosaiCLIP (YFCC-FT)
Recall@1 (HN-Atom, UC)
41.5
Recall@1 (HN-Comp, UC)
48.8
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
RN-50 (NegCLIP, CC-12M)
Recall@1 (HN-Atom, UC)
41.4
Recall@1 (HN-Comp, UC)
82.0
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
MosaiCLIP (CC-FT)
Recall@1 (HN-Atom, UC)
40.9
Recall@1 (HN-Comp, UC)
72.4
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
Swin-T (NegCLIP, CC-12M)
Recall@1 (HN-Atom, UC)
39.6
Recall@1 (HN-Comp, UC)
80.3
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
CLIP (YFCC-FT)
Recall@1 (HN-Atom, UC)
39.5
Recall@1 (HN-Comp, UC)
39.8
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
NegCLIP (YFCC-FT)
Recall@1 (HN-Atom, UC)
39.0
Recall@1 (HN-Comp, UC)
38.8
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
CLIP-FT (YFCC-FT)
Recall@1 (HN-Atom, UC)
38.3
Recall@1 (HN-Comp, UC)
36.4
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
NegCLIP (CC-FT)
Recall@1 (HN-Atom, UC)
37.5
Recall@1 (HN-Comp, UC)
53.1
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
Swin-T (CLIP, CC-12M)
Recall@1 (HN-Atom, UC)
37.3
Recall@1 (HN-Comp, UC)
44.1
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
RN-50 (CLIP, CC-12M)
Recall@1 (HN-Atom, UC)
36.7
Recall@1 (HN-Comp, UC)
42.9
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
CLIP-FT (CC-FT)
Recall@1 (HN-Atom, UC)
35.6
Recall@1 (HN-Comp, UC)
45.8
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음
CLIP (CC-FT)
Recall@1 (HN-Atom, UC)
35.0
Recall@1 (HN-Comp, UC)
45.1
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality
2023-05-23
연결 없음