ML Research Wiki / Benchmarks / Image Retrieval / CIRR

CIRR

Image Retrieval Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: (Recall@5+Recall_subset@1)/2

Top Performing Models

Rank Model Paper (Recall@5+Recall_subset@1)/2 Date Code
1 TMCIR TMCIR: Token Merge Benefits Composed Image Retrieval 83.46 2025-04-15 -
2 SPN4CIR (SPRC) 📚 Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives 82.69 2024-04-17 📦 BUAADreamer/SPN4CIR
3 SPRC2 Sentence-level Prompts Benefit Composed Image Retrieval 82.66 2023-10-09 📦 chunmeifeng/sprc
4 SPRC Sentence-level Prompts Benefit Composed Image Retrieval 81.39 2023-10-09 📦 chunmeifeng/sprc
5 Candidate Set Re-ranking Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder 80.90 2023-05-25 📦 Cuberick-Orion/Bi-Blip4CIR 📦 Cuberick-Orion/Candidate-Reranking-CIR
6 CaLa CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval 78.74 2024-05-29 📦 chiangsonw/cala
7 CASE (Pre-trained on LaSCo.Ca) 📚 Data Roaming and Quality Assessment for Composed Image Retrieval 78.25 2023-03-16 📦 levymsn/LaSCo
8 CASE Data Roaming and Quality Assessment for Composed Image Retrieval 77.50 2023-03-16 📦 levymsn/LaSCo
9 VISTA (base) VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval 75.90 2024-06-06 📦 flagopen/flagembedding
10 MMRet-MLLM MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 75.70 2024-12-19 📦 VectorSpaceLab/MegaPairs

All Papers (14)

BUAADreamer/SPN4CIR
chunmeifeng/sprc
chunmeifeng/sprc
Cuberick-Orion/Bi-Blip4CIR Cuberick-Orion/Candidate-Reranking-CIR
chiangsonw/cala
levymsn/LaSCo
levymsn/LaSCo
flagopen/flagembedding
VectorSpaceLab/MegaPairs
ABaldrati/CLIP4Cir chiangsonw/cala
Cuberick-Orion/Bi-Blip4CIR
Cuberick-Orion/CIRR naver/artemis Cuberick-Orion/CIRPLANT
naver/artemis