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20242026
most citedA Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications

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cs.CV2026

Embed-RL: Reinforcement Learning for Reasoning-Driven Multimodal Embeddings

Haonan Jiang, Yuji Wang, Yongjie Zhu +5

Leveraging Multimodal Large Language Models (MLLMs) has become pivotal for advancing Universal Multimodal Embeddings (UME) in addressing diverse cross-modal tasks. Recent studies d…

cs.CV2026

Unified Personalized Understanding, Generating and Editing

Yu Zhong, Tianwei Lin, Ruike Zhu +9

Unified large multimodal models (LMMs) have achieved remarkable progress in general-purpose multimodal understanding and generation. However, they still operate under a ``one-size-…

cs.CV2026

TEA: Temporal Adaptive Satellite Image Semantic Segmentation

Juyuan Kang, Hao Zhu, Yan Zhu +6

Crop mapping based on satellite images time-series (SITS) holds substantial economic value in agricultural production settings, in which parcel segmentation is an essential step. E…

cs.CV2025

Envision: Embodied Visual Planning via Goal-Imagery Video Diffusion

Yuming Gu, Yizhi Wang, Yining Hong +9

Embodied visual planning aims to enable manipulation tasks by imagining how a scene evolves toward a desired goal and using the imagined trajectories to guide actions. Video diffus…

cs.CV2025

CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation

Guanghao Zhang, Tao Zhong, Yan Xia +8

While previous multimodal slow-thinking methods have demonstrated remarkable success in single-image understanding scenarios, their effectiveness becomes fundamentally constrained…

cs.CV2025

T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts

Ziwei Huang, Wanggui He, Quanyu Long +8

Evaluating the quality of synthesized images remains a significant challenge in the development of text-to-image (T2I) generation. Most existing studies in this area primarily focu…