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Zero Shot Composed Image Retrieval Zs Cir On 1

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R@5

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このベンチマークにおける各モデルのパフォーマンス結果

Paper Title
CoVR-BLIP-273.61CoVR-2: Automatic Data Construction for Composed Video Retrieval
IP-CIR + LDRE (CLIP G/14)70.07Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
SEIZE (CLIP G/14)69.42Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval
TransAgg (Laion-CIR-Combined)68.88Zero-shot Composed Text-Image Retrieval
ImageScope (CLIP-ViT-L/14)67.54ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning
RTD + LinCIR (CLIP G/14)67.47An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval
OSrCIR (CLIP G/14)67.25Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
MagicLens (CoCa L)67.0MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
LDRE (CLIP G/14)66.39LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval
SPN4CIR (SPN-CC)65.42Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives
LinCIR (CLIP G/14)64.72Language-only Efficient Training of Zero-shot Composed Image Retrieval
CIReVL (CLIP G/14)64.29Vision-by-Language for Training-Free Compositional Image Retrieval
MagicLens (CoCa B)64.0MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
MagicLens (CLIP L)61.7MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
WeiMoCIR (CLIP L/14)60.87Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
WeiMoCIR (CLIP G/14)60.41Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
WeiMoCIR (CLIP H/14)59.76Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity
MTCIR (BLIP B/16)58.87Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval
IP-CIR + LDRE (CLIP L/14)58.82Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
MagicLens (CLIP B)58.0MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
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Zero Shot Composed Image Retrieval Zs Cir On 1 | SOTA | HyperAI超神経