Zero Shot Composed Image Retrieval Zs Cir On 1

评估指标

R@5

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
CoVR-BLIP-2	73.61	CoVR-2: Automatic Data Construction for Composed Video Retrieval
IP-CIR + LDRE (CLIP G/14)	70.07	Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy	-
SEIZE (CLIP G/14)	69.42	Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval	-
TransAgg (Laion-CIR-Combined)	68.88	Zero-shot Composed Text-Image Retrieval
ImageScope (CLIP-ViT-L/14)	67.54	ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning
RTD + LinCIR (CLIP G/14)	67.47	An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval
OSrCIR (CLIP G/14)	67.25	Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
MagicLens (CoCa L)	67.0	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
LDRE (CLIP G/14)	66.39	LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval	-
SPN4CIR (SPN-CC)	65.42	Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives
LinCIR (CLIP G/14)	64.72	Language-only Efficient Training of Zero-shot Composed Image Retrieval
CIReVL (CLIP G/14)	64.29	Vision-by-Language for Training-Free Compositional Image Retrieval
MagicLens (CoCa B)	64.0	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
MagicLens (CLIP L)	61.7	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
WeiMoCIR (CLIP L/14)	60.87	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
WeiMoCIR (CLIP G/14)	60.41	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
WeiMoCIR (CLIP H/14)	59.76	Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
MTCIR (BLIP B/16)	58.87	Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval
IP-CIR + LDRE (CLIP L/14)	58.82	Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy	-
MagicLens (CLIP B)	58.0	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions

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