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Fashion IQ

아카이브 평가 22건 · 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
DQU-CIR	(Recall@10+Recall@50)/2 71.77 Recall@10 61.97	연결 없음 논문 날짜 미기재	연결 없음
TMCIR	(Recall@10+Recall@50)/2 66.56 Recall@10 56.57	TMCIR: Token Merge Benefits Composed Image Retrieval 2025-04-15	연결 없음
SPN4CIR (SPRC)	(Recall@10+Recall@50)/2 66.41 Recall@10 56.37	Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives 2024-04-17	코드 1
SPRC	(Recall@10+Recall@50)/2 64.85 Recall@10 54.92	Sentence-level Prompts Benefit Composed Image Retrieval 2023-10-09	코드 1
Candidate Set Re-ranking	(Recall@10+Recall@50)/2 62.15 Recall@10 51.17	Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder 2023-05-25	코드 1 · 코드 2
RUTIR (BLIP B/16)	(Recall@10+Recall@50)/2 61.32	Ranking-aware Uncertainty for Text-guided Image Retrieval 2023-08-16	연결 없음
CASE	(Recall@10+Recall@50)/2 59.73 Recall@10 48.79	Data Roaming and Quality Assessment for Composed Image Retrieval 2023-03-16	코드 1
CaLa	(Recall@10+Recall@50)/2 57.96 Recall@10 46.69	CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval 2024-05-29	코드 1
BLIP4CIR+Bi	(Recall@10+Recall@50)/2 55.4	Bi-directional Training for Composed Image Retrieval via Text Prompt Learning 2023-03-29	코드 1
CLIP4Cir (v3)	(Recall@10+Recall@50)/2 55.36	Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based Features 2023-08-22	코드 1 · 코드 2
RUTIR (CLIP ResNet50)	(Recall@10+Recall@50)/2 55.27	Ranking-aware Uncertainty for Text-guided Image Retrieval 2023-08-16	연결 없음
Css-Net	(Recall@10+Recall@50)/2 51.34	Collaborative Group: Composed Image Retrieval via Consensus Learning from Noisy Annotations 2023-06-03	연결 없음
MUR (4*ResNet50)	(Recall@10+Recall@50)/2 50.61	Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization 2022-11-14	코드 1
CLIP4Cir (v2)	(Recall@10+Recall@50)/2 50.03	Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features 2022-06-19	코드 1 · 코드 2
MUR	(Recall@10+Recall@50)/2 47.28	Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization 2022-11-14	코드 1
CLIP4Cir	(Recall@10+Recall@50)/2 47.21	Effective Conditioned and Composed Image Retrieval Combining CLIP-Based Features 2022-01-01	코드 1 · 코드 2
MMRet-MLLM	(Recall@10+Recall@50)/2 46.1 Recall@10 35.6	MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 2024-12-19	코드 1
RTIC-GCN	(Recall@10+Recall@50)/2 40.64	RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network 2021-04-07	코드 1 · 코드 2
CoSMo	(Recall@10+Recall@50)/2 39.45	CoSMo: Content-Style Modulation for Image Retrieval With Text Feedback 2021-06-19	코드 1
CurlingNet	(Recall@10+Recall@50)/2 38.45	CurlingNet: Compositional Learning between Images and Text for Fashion IQ Data 2020-03-27	코드 1
VAL w/ GloVe	(Recall@10+Recall@50)/2 35.38	Image Search With Text Feedback by Visiolinguistic Attention Learning 2020-06-01	코드 1
ComposeAE	(Recall@10+Recall@50)/2 20.6	Compositional Learning of Image-Text Query for Image Retrieval 2020-06-19	코드 1