CIRCO

아카이브 평가 43건 · 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
MMRet-MLLM	mAP@10 43.4	MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 2024-12-19	코드 1
MMRet-Large (CLIP L/14)	mAP@10 40.2	MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 2024-12-19	코드 1
SCOT (WACV 2025)	mAP@10 37.88	SCOT: Self-Supervised Contrastive Pretraining For Zero-Shot Compositional Retrieval 2025-01-12	연결 없음
SEIZE (CLIP G/14 & GPT-4o)	mAP@10 37.23	Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval 2024-10-28	코드 1 · 코드 2
MagicLens (CoCa L)	mAP@10 35.4	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
MMRet-Base (CLIP B/16)	mAP@10 35.0	MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 2024-12-19	코드 1
IP-CIR + LDRE (CLIP G/14)	mAP@10 34.26	Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy 2024-11-24	연결 없음
SEIZE (CLIP G/14)	mAP@10 33.77	Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval 2024-10-28	코드 1 · 코드 2
LDRE (CLIP G/14)	mAP@10 32.24	LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval 2024-07-11	코드 1 · 코드 2
MagicLens (CoCa B)	mAP@10 32.0	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
OSrCIR (CLIP G/14)	mAP@10 31.14	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
MagicLens (CLIP L)	mAP@10 30.8	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
CoVR-BLIP-2	mAP@10 29.55	CoVR-2: Automatic Data Construction for Composed Video Retrieval 2023-08-28	코드 1
ImageScope (CLIP-ViT-L/14)	mAP@10 29.23 MAP@5 28.36 mAP@50 31.88 mAP@25 30.81	ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning 2025-03-13	코드 1
CIReVL (CLIP G/14)	mAP@10 27.59	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1
IP-CIR + LDRE (CLIP L/14)	mAP@10 27.41	Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy 2024-11-24	연결 없음
SEIZE (CLIP L/14)	mAP@10 25.82	Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval 2024-10-28	코드 1 · 코드 2
OSrCIR (CLIP L/14)	mAP@10 25.33	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
LDRE (CLIP L/14)	mAP@10 24.03	LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval 2024-07-11	코드 1 · 코드 2
MagicLens (CLIP B)	mAP@10 23.8	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 2024-03-28	코드 1
RTD + LinCIR (CLIP G/14)	mAP@10 22.29	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)	mAP@10 21.01	Language-only Efficient Training of Zero-shot Composed Image Retrieval 2023-12-04	코드 1
CoLLM (Pretrained - CLIP-L/14)	mAP@10 20.8 MAP@5 20.3 mAP@50 23.4	CoLLM: A Large Language Model for Composed Image Retrieval 2025-03-25	코드 1
CoLLM (Pretrained - BLIP-L/16)	mAP@10 20.4 MAP@5 19.7 mAP@50 23.1	CoLLM: A Large Language Model for Composed Image Retrieval 2025-03-25	코드 1
OSrCIR (CLIP B/32)	mAP@10 19.17	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 2024-12-15	코드 1
CIReVL (CLIP L/14)	mAP@10 19.01	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1
LDRE (CLIP B/32)	mAP@10 18.32	LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval 2024-07-11	코드 1 · 코드 2
RTD + LinCIR (CLIP L/14)	mAP@10 18.11	An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval 2024-06-13	코드 1
CompoDiff (CLIP G/14)	mAP@10 17.71	CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion 2023-03-21	코드 1
CIReVL (CLIP B/32)	mAP@10 15.42	Vision-by-Language for Training-Free Compositional Image Retrieval 2023-10-13	코드 1