Key papers

• ViQ: Text-Aligned Visual Quantized Representations at Any Resolution (2026)
  Xumin Yu et al.
  12.77
• Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models (2026)
  Wenxuan Huang et al.
  12.47
• VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval (2026)
  Issar Tzachor et al.
  12.05
• Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models (2026)
  Yu Zeng et al.
  11.94
• Everything in Its Place: Benchmarking Spatial Intelligence of Text-to-Image Models (2026)
  Zengbin Wang et al.
  11.75
• Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On (2026)
  Yong Liu et al.
  11.70
• NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation (2026)
  Huichao Zhang et al.
  10.55
• Cross-Modal Retrieval for Motion and Text via DropTriple Loss (2023)
  Sheng Yan et al.
  10.35
• RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval (2026)
  Tyler Skow et al.
  10.25
• LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning (2025)
  Zhibin Lan et al.
  10.20
• Scaling Native Multimodal Pre-Training From Scratch (2026)
  Haoyuan Wu et al.
  10.19
• Text-Vision Co-Instructed Image Editing (2026)
  Chenxi Xie et al.
  9.79
• IV-CoT: Implicit Visual Chain-of-Thought for Structure-Aware Text-to-Image Generation (2026)
  Zixuan Li et al.
  9.48
• Omnivec2 -- A Novel Transformer Based Network For Large Scale Multimodal And Multitask Learning (2025)
  Siddharth Srivastava, Gaurav Sharma
  9.34
• Rethinking UMM Visual Generation: Masked Modeling for Efficient Image-Only Pre-training (2026)
  Peng Sun et al.
  9.30
• OpenVoxel: Training-Free Grouping and Captioning Voxels for Open-Vocabulary 3D Scene Understanding (2026)
  Sheng-Yu Huang et al.
  8.70
• CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration (2026)
  Hairui Zhu et al.
  8.40
• ViTextVQA: A Large-Scale Visual Question Answering Dataset and a Novel Multimodal Feature Fusion Method for Vietnamese Text Comprehension in Images (2024)
  Quan Van Nguyen et al.
  8.37
• ProMSA:Progressive Multimodal Search Agents for Knowledge-Based Visual Question Answering (2026)
  ZhengXian Wu et al.
  8.34
• Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling (2026)
  Xiang Hu et al.
  8.18
• Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning (2026)
  Jiayi Lei et al.
  8.12
• Vision-language Modeling Meets Remote Sensing: Models, Datasets And Perspectives (2025)
  Xingxing Weng, Chao Pang, Gui-Song Xia
  7.88
• Unlocking the Visual Record of Materials Science: A Large-Scale Multimodal Dataset from Scientific Literature (2026)
  Subham Ghosh et al.
  7.86
• Sgdfuse: Sam-guided Diffusion Model For High-fidelity Infrared And Visible Image Fusion (2025)
  Xiaoyang Zhang, Jinjiang Li, Guodong Fan, et al.
  7.76
• Chat-driven Text Generation And Interaction For Person Retrieval (2025)
  Zequn Xie, Chuxin Wang, Sihang Cai, et al.
  7.75
• Discovla: Discrepancy Reduction In Vision, Language, And Alignment For Parameter-efficient Video-text Retrieval (2025)
  Leqi Shen, Guoqiang Gong, Tianxiang Hao, et al.
  7.63
• Jina-embeddings-v4: Universal Embeddings For Multimodal Multilingual Retrieval (2025)
  Michael Günther, Saba Sturua, Mohammad Kalim Akram, et al.
  7.61
• Human-centered Interactive Learning Via Mllms For Text-to-image Person Re-identification (2025)
  Yang Qin, Chao Chen, Zhihang Fu, et al.
  7.61
• A Context-aware Attention And Graph Neural Network-based Multimodal Framework For Misogyny Detection (2025)
  Mohammad Zia Ur Rehman, Sufyaan Zahoor, Areeb Manzoor, et al.
  7.61
• Semirnet: A Semantic Irony Recognition Network For Multimodal Sarcasm Detection (2025)
  Jingxuan Zhou, Yuehao Wu, Yibo Zhang, et al.
  7.46
• CILP-FGDI: Exploiting Vision-Language Model for Generalizable Person Re-Identification (2025)
  Huazhong Zhao et al.
  7.33
• Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing (2026)
  Tingyu Song et al.
  7.28
• MIRA: A Novel Framework For Fusing Modalities In Medical RAG (2025)
  Jinhong Wang, Tajamul Ashraf, Zongyan Han, et al.
  7.27
• From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models (2026)
  Haoxiang Sun et al.
  7.16
• Towards Vision-Language Geo-Foundation Model: A Survey (2024)
  Yue Zhou et al.
  7.00
• Robust Multimodal Sentiment Analysis Of Image-text Pairs By Distribution-based Feature Recovery And Fusion (2025)
  Daiqing Wu, Dongbao Yang, Yu Zhou, et al.
  6.95
• CLIP-GS: Unifying Vision-Language Representation with 3D Gaussian Splatting (2024)
  Siyu Jiao et al.
  6.84
• Multi-Modal Cross-Domain Alignment Network for Video Moment Retrieval (2022)
  Xiang Fang et al.
  6.77
• MMRL: Multi-Modal Representation Learning for Vision-Language Models (2025)
  Yuncheng Guo et al.
  6.58
• Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning (2025)
  Wenchuan Zhang et al.
  6.39
• INTENT: Invariance and Discrimination-aware Noise Mitigation for Robust Composed Image Retrieval (2026)
  Zhiwei Chen et al.
  6.29
• HINT: Composed Image Retrieval with Dual-path Compositional Contextualized Network (2026)
  Mingyu Zhang et al.
  6.24
• Reasoning in the Dark: Interleaved Vision-Text Reasoning in Latent Space (2025)
  Chao Chen et al.
  6.23
• Ambiguity-Aware and High-Order Relation Learning for Multi-Grained Image-Text Matching (2025)
  Junyu Chen et al.
  6.07
• Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification (2023)
  Jiachen Li and Xiaojin Gong
  6.06
• MAGE: Multimodal Alignment And Generation Enhancement Via Bridging Visual And Semantic Spaces (2025)
  Shaojun E, Yuchen Yang, Jiaheng Wu, et al.
  6.02
• IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification (2025)
  Yuhao Wang and Yongfeng Lv and Pingping Zhang and Huchuan Lu
  5.84
• Mobileclip2: Improving Multi-modal Reinforced Training (2025)
  Fartash Faghri, Pavan Kumar Anasosalu Vasu, Cem Koc, et al.
  5.83
• Re-Align: Structured Reasoning-guided Alignment for In-Context Image Generation and Editing (2026)
  Runze He et al.
  5.79
• Intra-Modal Neighbors Never Lie: Rectifying Inter-Modal Noisy Correspondence via Graph-Based Intra-Modal Reasoning (2026)
  Yang Liu et al.
  5.76
• SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search (2026)
  Ming Dai et al.
  5.76
• DRKF: Decoupled Representations With Knowledge Fusion For Multimodal Emotion Recognition (2025)
  Peiyuan Jiang, Yao Liu, Qiao Liu, et al.
  5.56
• Recognition-Synergistic Scene Text Editing (2025)
  Zhengyao Fang et al.
  5.54
• Render-of-thought: Rendering Textual Chain-of-thought As Images For Visual Latent Reasoning (2026)
  Yifan Wang, Shiyu Li, Peiming Li, et al.
  5.52
• VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings (2025)
  Ramin Giahi et al.
  5.40
• Diffris: Enhancing Referring Remote Sensing Image Segmentation With Pre-trained Text-to-image Diffusion Models (2025)
  Zhe Dong, Yuzhe Sun, Tianzhu Liu, et al.
  5.35
• Efficient Medical Vision-language Alignment Through Adapting Masked Vision Models (2025)
  Chenyu Lian, Hong-Yu Zhou, Dongyun Liang, et al.
  5.28
• FineLIP: Extending CLIP's Reach via Fine-Grained Alignment with Longer Text Inputs (2025)
  Mothilal Asokan et al.
  5.24
• Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking (2026)
  Mingxin Li et al.
  5.19
• Chrono: A Simple Blueprint for Representing Time in MLLMs (2024)
  Hector Rodriguez et al.
  5.18