OpenCodePapers

image-retrieval-on-cirr

Image Retrieval
Dataset Link
Results over time
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Leaderboard
PaperCode(Recall@5+Recall_subset@1)/2Recall@10ModelNameReleaseDate
TMCIR: Token Merge Benefits Composed Image Retrieval83.4691.06TMCIR2025-04-15
Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives✓ Link82.6990.87SPN4CIR (SPRC)2024-04-17
Sentence-level Prompts Benefit Composed Image Retrieval✓ Link82.6690.39SPRC22023-10-09
Sentence-level Prompts Benefit Composed Image Retrieval✓ Link81.3989.74SPRC2023-10-09
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder✓ Link80.989.78Candidate Set Re-ranking2023-05-25
CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval✓ Link78.7489.59CaLa2024-05-29
Data Roaming and Quality Assessment for Composed Image Retrieval✓ Link78.2588.75CASE (Pre-trained on LaSCo.Ca)2023-03-16
Data Roaming and Quality Assessment for Composed Image Retrieval✓ Link77.587.25CASE2023-03-16
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval✓ Link75.9VISTA (base)2024-06-06
MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval✓ Link75.785.1MMRet-MLLM2024-12-19
Target-Guided Composed Image Retrieval75.687.16TG-CIR (Wen et al., 2023)2023-09-04
Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based Features✓ Link75.10CLIP4Cir (v3)2023-08-22
Bi-directional Training for Composed Image Retrieval via Text Prompt Learning✓ Link72.5983.88BLIP4CIR+Bi2023-03-29
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features✓ Link69.09CLIP4Cir (v2)2022-06-19
Effective Conditioned and Composed Image Retrieval Combining CLIP-Based Features✓ Link63.87CLIP4Cir2022-01-01
Image Retrieval on Real-life Images with Pre-trained Vision-and-Language Models✓ Link45.88CIRPLANT2021-08-09
ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity✓ Link43.0561.31ARTEMIS2022-03-15