OpenCodePapers

image-retrieval-on-fashion-iq

Image Retrieval
Dataset Link
Results over time
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Leaderboard
PaperCode(Recall@10+Recall@50)/2Recall@10ModelNameReleaseDate
[]()71.7761.97DQU-CIR
TMCIR: Token Merge Benefits Composed Image Retrieval66.5656.57TMCIR2025-04-15
Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives✓ Link66.4156.37SPN4CIR (SPRC)2024-04-17
Sentence-level Prompts Benefit Composed Image Retrieval✓ Link64.8554.92SPRC2023-10-09
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder✓ Link62.1551.17Candidate Set Re-ranking2023-05-25
Ranking-aware Uncertainty for Text-guided Image Retrieval61.32RUTIR (BLIP B/16)2023-08-16
Data Roaming and Quality Assessment for Composed Image Retrieval✓ Link59.7348.79CASE2023-03-16
CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval✓ Link57.9646.69CaLa2024-05-29
Bi-directional Training for Composed Image Retrieval via Text Prompt Learning✓ Link55.4BLIP4CIR+Bi2023-03-29
Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based Features✓ Link55.36CLIP4Cir (v3)2023-08-22
Ranking-aware Uncertainty for Text-guided Image Retrieval55.27RUTIR (CLIP ResNet50)2023-08-16
Collaborative Group: Composed Image Retrieval via Consensus Learning from Noisy Annotations51.34Css-Net2023-06-03
Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization✓ Link50.61MUR (4*ResNet50)2022-11-14
Conditioned and Composed Image Retrieval Combining and Partially Fine-Tuning CLIP-Based Features✓ Link50.03CLIP4Cir (v2)2022-06-19
Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization✓ Link47.28MUR2022-11-14
Effective Conditioned and Composed Image Retrieval Combining CLIP-Based Features✓ Link47.21CLIP4Cir2022-01-01
MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval✓ Link46.135.6MMRet-MLLM2024-12-19
RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network✓ Link40.64RTIC-GCN2021-04-07
CoSMo: Content-Style Modulation for Image Retrieval With Text Feedback✓ Link39.45CoSMo2021-06-19
CurlingNet: Compositional Learning between Images and Text for Fashion IQ Data✓ Link38.45CurlingNet2020-03-27
Image Search With Text Feedback by Visiolinguistic Attention Learning✓ Link35.38VAL w/ GloVe2020-06-01
Compositional Learning of Image-Text Query for Image Retrieval✓ Link20.6ComposeAE2020-06-19