← Image Retrieval

Papers with Code · CC BY-SA 4.0

CIRR

아카이브 평가 17건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
TMCIR	(Recall@5+Recall_subset@1)/2 83.46 Recall@10 91.06	TMCIR: Token Merge Benefits Composed Image Retrieval 2025-04-15	연결 없음
SPN4CIR (SPRC)	(Recall@5+Recall_subset@1)/2 82.69 Recall@10 90.87	Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives 2024-04-17	코드 1
SPRC2	(Recall@5+Recall_subset@1)/2 82.66 Recall@10 90.39	Sentence-level Prompts Benefit Composed Image Retrieval 2023-10-09	코드 1
SPRC	(Recall@5+Recall_subset@1)/2 81.39 Recall@10 89.74	Sentence-level Prompts Benefit Composed Image Retrieval 2023-10-09	코드 1
Candidate Set Re-ranking	(Recall@5+Recall_subset@1)/2 80.9 Recall@10 89.78	Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder 2023-05-25	코드 1 · 코드 2
CaLa	(Recall@5+Recall_subset@1)/2 78.74 Recall@10 89.59	CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval 2024-05-29	코드 1
CASE (Pre-trained on LaSCo.Ca)	(Recall@5+Recall_subset@1)/2 78.25 Recall@10 88.75	Data Roaming and Quality Assessment for Composed Image Retrieval 2023-03-16	코드 1
CASE	(Recall@5+Recall_subset@1)/2 77.5 Recall@10 87.25	Data Roaming and Quality Assessment for Composed Image Retrieval 2023-03-16	코드 1
VISTA (base)	(Recall@5+Recall_subset@1)/2 75.9	VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval 2024-06-06	코드 1
MMRet-MLLM	(Recall@5+Recall_subset@1)/2 75.7 Recall@10 85.1	MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 2024-12-19	코드 1
TG-CIR (Wen et al., 2023)	(Recall@5+Recall_subset@1)/2 75.6 Recall@10 87.16	Target-Guided Composed Image Retrieval 2023-09-04	연결 없음
CLIP4Cir (v3)	(Recall@5+Recall_subset@1)/2 75.10	Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based Features 2023-08-22	코드 1 · 코드 2
BLIP4CIR+Bi	(Recall@5+Recall_subset@1)/2 72.59 Recall@10 83.88	Bi-directional Training for Composed Image Retrieval via Text Prompt Learning 2023-03-29	코드 1
CLIP4Cir (v2)	(Recall@5+Recall_subset@1)/2 69.09	Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features 2022-06-19	코드 1 · 코드 2
CLIP4Cir	(Recall@5+Recall_subset@1)/2 63.87	Effective Conditioned and Composed Image Retrieval Combining CLIP-Based Features 2022-01-01	코드 1 · 코드 2
CIRPLANT	(Recall@5+Recall_subset@1)/2 45.88	Image Retrieval on Real-life Images with Pre-trained Vision-and-Language Models 2021-08-09	코드 1 · 코드 2 · 코드 3
ARTEMIS	(Recall@5+Recall_subset@1)/2 43.05 Recall@10 61.31	ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity 2022-03-15	코드 1