← Cross-Modal Retrieval
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아카이브 평가 27건 · 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
X2-VLM (large)
Image-to-text R@1
98.8
Image-to-text R@10
100
Image-to-text R@5
100
Text-to-image R@1
91.8
Text-to-image R@10
99.5
Text-to-image R@5
98.6
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
2022-11-22
코드 1 · 코드 2
X2-VLM (base)
Image-to-text R@1
98.5
Image-to-text R@10
100
Image-to-text R@5
100
Text-to-image R@1
90.4
Text-to-image R@10
99.3
Text-to-image R@5
98.2
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
2022-11-22
코드 1 · 코드 2
BEiT-3
Image-to-text R@1
98.0
Image-to-text R@10
100.0
Image-to-text R@5
100.0
Text-to-image R@1
90.3
Text-to-image R@10
99.5
Text-to-image R@5
98.7
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks
2022-08-22
코드 1 · 코드 2
OmniVL (14M)
Image-to-text R@1
97.3
Image-to-text R@10
100
Image-to-text R@5
99.9
Text-to-image R@1
87.9
Text-to-image R@10
99.1
Text-to-image R@5
97.8
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
2022-09-15
연결 없음
ERNIE-ViL 2.0
Image-to-text R@1
97.2
Image-to-text R@10
100.0
Image-to-text R@5
100.0
Text-to-image R@1
93.3
Text-to-image R@10
99.8
Text-to-image R@5
99.4
ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training
2022-09-30
코드 1
Aurora (ours, r=128)
Image-to-text R@1
97.2
Image-to-text R@10
100
Image-to-text R@5
100
Text-to-image R@1
86.8
Text-to-image R@10
98.9
Text-to-image R@5
97.6
연결 없음
논문 날짜 미기재
연결 없음
X-VLM (base)
Image-to-text R@1
97.1
Image-to-text R@10
100.0
Image-to-text R@5
100.0
Text-to-image R@1
86.9
Text-to-image R@10
98.7
Text-to-image R@5
97.3
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts
2021-11-16
코드 1
VSE-Gradient
Image-to-text R@1
97.0
Image-to-text R@10
100
Image-to-text R@5
99.6
Text-to-image R@1
86.3
Text-to-image R@10
99.0
Text-to-image R@5
97.4
Dissecting Deep Metric Learning Losses for Image-Text Retrieval
2022-10-21
코드 1 · 코드 2
ALIGN
Image-to-text R@1
95.3
Image-to-text R@10
100
Image-to-text R@5
99.8
Text-to-image R@1
84.9
Text-to-image R@10
98.6
Text-to-image R@5
97.4
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision
2021-02-11
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ViSTA
Image-to-text R@1
89.5
Image-to-text R@10
99.6
Image-to-text R@5
98.4
Text-to-image R@1
75.8
Text-to-image R@10
96.9
Text-to-image R@5
94.2
ViSTA: Vision and Scene Text Aggregation for Cross-Modal Retrieval
2022-03-31
연결 없음
IAIS
Image-to-text R@1
88.3
Image-to-text R@10
99.4
Image-to-text R@5
98.4
Text-to-image R@1
76.86
Text-to-image R@10
95.72
Text-to-image R@5
93.3
Learning Relation Alignment for Calibrated Cross-modal Retrieval
2021-05-28
코드 1
3SHNet
Image-to-text R@1
87.1
Image-to-text R@10
99.2
Image-to-text R@5
98.2
Text-to-image R@1
69.5
Text-to-image R@10
94.7
Text-to-image R@5
91.0
3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting
2024-04-26
코드 1
ViLT-B/32
Image-to-text R@1
83.5
Image-to-text R@10
98.6
Image-to-text R@5
96.7
Text-to-image R@1
64.4
Text-to-image R@10
93.8
Text-to-image R@5
88.7
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision
2021-02-05
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
DSMD
Image-to-text R@1
82.5
Image-to-text R@10
97.7
Image-to-text R@5
95.5
Text-to-image R@1
68.4
Text-to-image R@10
94.4
Text-to-image R@5
90.8
Dynamic Self-adaptive Multiscale Distillation from Pre-trained Multimodal Large Model for Efficient Cross-modal Representation Learning
2024-04-16
코드 1
RCAR
Image-to-text R@1
82.3
Image-to-text R@10
98.4
Image-to-text R@5
96.0
Text-to-image R@1
62.6
Text-to-image R@10
91.1
Text-to-image R@5
85.8
Plug-and-Play Regulators for Image-Text Matching
2023-03-23
코드 1
NAPReg
Image-to-text R@1
79.6
Text-to-image R@1
60.0
NAPReg: Nouns As Proxies Regularization for Semantically Aware Cross-Modal Embeddings
2023-01-07
코드 1
SGRAF
Image-to-text R@1
77.8
Image-to-text R@10
97.4
Image-to-text R@5
94.1
Text-to-image R@1
58.5
Text-to-image R@10
88.8
Text-to-image R@5
83.0
Similarity Reasoning and Filtration for Image-Text Matching
2021-01-05
코드 1
GSMN
Image-to-text R@1
76.4
Image-to-text R@10
97.3
Image-to-text R@5
94.3
Text-to-image R@1
57.4
Text-to-image R@10
89.0
Text-to-image R@5
82.3
Graph Structured Network for Image-Text Matching
2020-04-01
코드 1
Pearl
Image-to-text R@1
75.3
Image-to-text R@10
97.3
Image-to-text R@5
93.4
Text-to-image R@1
54.98
Text-to-image R@10
88.26
Text-to-image R@5
81.3
연결 없음
논문 날짜 미기재
연결 없음
IMRAM
Image-to-text R@1
74.1
Image-to-text R@10
96.6
Image-to-text R@5
93.0
Text-to-image R@1
53.9
Text-to-image R@10
87.2
Text-to-image R@5
79.4
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval
2020-03-08
코드 1
SCAN
Image-to-text R@1
67.4
Image-to-text R@10
95.8
Image-to-text R@5
90.3
Text-to-image R@1
48.6
Text-to-image R@10
85.2
Text-to-image R@5
77.7
Stacked Cross Attention for Image-Text Matching
2018-03-21
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
Dual-Path (ResNet)
Image-to-text R@1
55.6
Image-to-text R@5
81.9
Dual-Path Convolutional Image-Text Embeddings with Instance Loss
2017-11-15
코드 1 · 코드 2
SCO (ResNet)
Image-to-text R@1
55.5
Image-to-text R@10
89.3
Image-to-text R@5
82.0
Text-to-image R@1
41.1
Text-to-image R@10
80.1
Text-to-image R@5
70.5
Learning Semantic Concepts and Order for Image and Sentence Matching
2017-12-06
연결 없음
VSE++ (ResNet)
Image-to-text R@1
52.9
Image-to-text R@10
87.2
Image-to-text R@5
80.5
Text-to-image R@1
39.6
Text-to-image R@10
79.5
Text-to-image R@5
70.1
VSE++: Improving Visual-Semantic Embeddings with Hard Negatives
2017-07-18
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
CMPL (ResNet)
Image-to-text R@1
49.6
Image-to-text R@10
86.1
Image-to-text R@5
76.8
Text-to-image R@1
37.3
Text-to-image R@10
75.5
Text-to-image R@5
65.7
Deep Cross-Modal Projection Learning for Image-Text Matching
2018-09-01
코드 1
Dual-Path (ResNet)
Image-to-text R@10
89.5
Text-to-image R@1
39.1
Text-to-image R@10
80.9
Text-to-image R@5
69.2
Dual-Path Convolutional Image-Text Embeddings with Instance Loss
2017-11-15
코드 1 · 코드 2
VAST
Text-to-image R@1
91.0
Text-to-image R@10
99.5
Text-to-image R@5
98.5
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
2023-05-29
코드 1 · 코드 2