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20242026
most citedA unified multimodal understanding and generation model for cross-disciplinary scientific research

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cs.CV2026

Omni-Video 2: Scaling MLLM-Conditioned Diffusion for Unified Video Generation and Editing

Hao Yang, Zhiyu Tan, Jia Gong +7

We present Omni-Video 2, a scalable and computationally efficient model that connects pretrained multimodal large-language models (MLLMs) with video diffusion models for unified vi…

cs.CV2026

Diff-Aid: Inference-time Adaptive Interaction Denoising for Rectified Text-to-Image Generation

Binglei Li, Mengping Yang, Zhiyu Tan +2

Recent text-to-image (T2I) diffusion models have achieved remarkable advancement, yet faithfully following complex textual descriptions remains challenging due to insufficient inte…

cs.CV2025

Uni-cot: Towards Unified Chain-of-Thought Reasoning Across Text and Vision

Luozheng Qin, Jia Gong, Yuqing Sun +6

Chain-of-Thought (CoT) reasoning has been widely adopted to enhance Large Language Models (LLMs) by decomposing complex tasks into simpler, sequential subtasks. However, extending…

cs.CV2025

Omni-Video: Democratizing Unified Video Understanding and Generation

Zhiyu Tan, Hao Yang, Luozheng Qin +3

Notable breakthroughs in unified understanding and generation modeling have led to remarkable advancements in image understanding, reasoning, production and editing, yet current fo…

cs.CV2025

Cockatiel: Ensembling Synthetic and Human Preferenced Training for Detailed Video Caption

Luozheng Qin, Zhiyu Tan, Mengping Yang +2

Video Detailed Captioning (VDC) is a crucial task for vision-language bridging, enabling fine-grained descriptions of complex video content. In this paper, we first comprehensively…

cs.CV2024

E2ED^2:Direct Mapping from Noise to Data for Enhanced Diffusion Models

Zhiyu Tan, WenXu Qian, Hesen Chen +3

Diffusion models have established themselves as the de facto primary paradigm in visual generative modeling, revolutionizing the field through remarkable success across various div…