1 citations · 1 across the 7 of their papers we have counts for
5 papers · 1 filter
CoLoGen: Progressive Learning of Concept-Localization Duality for Unified Image Generation
YuXin Song, Yu Lu, Haoyuan Sun +6
Unified conditional image generation remains difficult because different tasks depend on fundamentally different internal representations. Some require conceptual understanding for…
Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization
Yang Shen, Xiu-Shen Wei, Yifan Sun +6
Computer Vision (CV) has yet to fully achieve the zero-shot task generalization observed in Natural Language Processing (NLP), despite following many of the milestones established…
MonoFormer: One Transformer for Both Diffusion and Autoregression
Chuyang Zhao, Yuxing Song, Wenhao Wang +5
Most existing multimodality methods use separate backbones for autoregression-based discrete text generation and diffusion-based continuous visual generation, or the same backbone…
Automated Multi-level Preference for MLLMs
Mengxi Zhang, Wenhao Wu, Yu Lu +8
Current multimodal Large Language Models (MLLMs) suffer from ``hallucination'', occasionally generating responses that are not grounded in the input images. To tackle this challeng…
Dense Connector for MLLMs
Huanjin Yao, Wenhao Wu, Taojiannan Yang +7
Do we fully leverage the potential of visual encoder in Multimodal Large Language Models (MLLMs)? The recent outstanding performance of MLLMs in multimodal understanding has garner…