MMEB

Papers using MMEB (10)

LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning2025 · 52 citesAdaptive Global and Fine-Grained Perceptual Fusion for MLLM Embeddings Compatible with Hard Negative Amplification2026CREM: Compression-Driven Representation Enhancement for Multimodal Retrieval and Comprehension2026Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding2025FreeRet: MLLMs as Training-Free Retrievers2025Improve Multi-Modal Embedding Learning via Explicit Hard Negative Gradient Amplifying2025MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings2025Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs2025mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data2025VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks2024