Fashion IQ

아카이브 평가 41건 · 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
RTD + LinCIR (CLIP G/14)	(Recall@10+Recall@50)/2 56.74	An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval 2024-06-13	코드 1
LinCIR (CLIP G/14)	(Recall@10+Recall@50)/2 55.40	Language-only Efficient Training of Zero-shot Composed Image Retrieval 2023-12-04	코드 1
SEIZE (CLIP G/14)	(Recall@10+Recall@50)/2 54.45	Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval 2024-10-28	코드 1 · 코드 2
CoLLM (finetuned - BLIP-L/16)	(Recall@10+Recall@50)/2 49.9 R@10 39.1 R@50 60.7	CoLLM: A Large Language Model for Composed Image Retrieval 2025-03-25	코드 1
SCOT (WACV 2025)	(Recall@10+Recall@50)/2 49.24 R@10 38.45 R@50 60.03	SCOT: Self-Supervised Contrastive Pretraining For Zero-Shot Compositional Retrieval 2025-01-12	연결 없음
CoVR-BLIP-2	(Recall@10+Recall@50)/2 48.3 R@10 38.15 R@50 58.44	CoVR-2: Automatic Data Construction for Composed Video Retrieval 2023-08-28	코드 1
MagicLens (CoCa L)	(Recall@10+Recall@50)/2 48.1 R@10 38 R@50 58.2	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
OSrCIR (CLIP G/14)	(Recall@10+Recall@50)/2 47.34	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
WeiMoCIR (CLIP G/14)	(Recall@10+Recall@50)/2 47.16	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity 2024-09-07	코드 1
MTCIR (CLIP L/14)	(Recall@10+Recall@50)/2 46.42	Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval 2023-11-13	코드 1
CompoDiff (CLIP G/14)	(Recall@10+Recall@50)/2 45.37	CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion 2023-03-21	코드 1
CoLLM (Pretrained - BLIP-L/16)	(Recall@10+Recall@50)/2 45.3 R@10 34.6 R@50 56.0	CoLLM: A Large Language Model for Composed Image Retrieval 2025-03-25	코드 1
MagicLens (CoCa B)	(Recall@10+Recall@50)/2 45.3	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
TransAgg (Laion-CIR-Combined)	(Recall@10+Recall@50)/2 44.75	Zero-shot Composed Text-Image Retrieval 2023-06-12	코드 1
WeiMoCIR (CLIP H/14)	(Recall@10+Recall@50)/2 44.58	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity 2024-09-07	코드 1
CompoDiff (CLIP L/14)	(Recall@10+Recall@50)/2 44.11	CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion 2023-03-21	코드 1
LDRE (CLIP G/14)	(Recall@10+Recall@50)/2 43.98	LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval 2024-07-11	코드 1 · 코드 2
OSrCIR (CLIP B/32)	(Recall@10+Recall@50)/2 42.87	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
OSrCIR (CLIP L/14)	(Recall@10+Recall@50)/2 42.82	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
CIReVL (CLIP G/14)	(Recall@10+Recall@50)/2 42.28	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1
MagicLens (CLIP L)	(Recall@10+Recall@50)/2 41.6 R@10 30.7 R@50 52.5	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
WeiMoCIR (CLIP L/14)	(Recall@10+Recall@50)/2 41.27	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity 2024-09-07	코드 1
RTD + LinCIR (CLIP L/14)	(Recall@10+Recall@50)/2 40.66	An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval 2024-06-13	코드 1
WeiMoCIR (CLIP B/32)	(Recall@10+Recall@50)/2 39.84	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity 2024-09-07	코드 1
CoLLM (Pretrained - CLIP-L/14)	(Recall@10+Recall@50)/2 39.8 R@10 30.1 R@50 49.5	CoLLM: A Large Language Model for Composed Image Retrieval 2025-03-25	코드 1
iSEARLE-XL-OTI (CLIP L/14)	(Recall@10+Recall@50)/2 39.39	iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval 2024-05-05	코드 1 · 코드 2
CIReVL (CLIP B/32)	(Recall@10+Recall@50)/2 38.82	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1
CIReVL (CLIP L/14)	(Recall@10+Recall@50)/2 38.56	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1
Context-I2W (CLIP L/14)	(Recall@10+Recall@50)/2 38.35	Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval 2023-09-28	코드 1
iSEARLE-XL (CLIP L/14)	(Recall@10+Recall@50)/2 38.24	iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval 2024-05-05	코드 1 · 코드 2