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A truly capable AI system must do more than detect objects or recognize activities in isolation. It must form unified, grounded representations of who is acting, what they are doing, and when and where these actions unfold. These…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Tanveer Hannan , Shuaicong Wu , Mark Weber , Suprosanna Shit , Jindong Gu , Rajat Koner , Aljoša Ošep , Laura Leal-Taixé , Thomas Seidl

Video-to-music generation demands both a temporally localized high-quality listening experience and globally aligned video-acoustic signatures. While recent music generation models excel at the former through advanced audio codecs, the…

Text-to-audio (T2A) generation has achieved remarkable progress in generating a variety of audio outputs from language prompts. However, current state-of-the-art T2A models still struggle to satisfy human preferences for prompt-following…

Recent advances in video generation models demonstrate their potential as world simulators, but they often struggle with videos deviating from physical laws, a key concern overlooked by most text-to-video benchmarks. We introduce a…

计算机视觉与模式识别 · 计算机科学 2025-03-06 Yongfan Chen , Xiuwen Zhu , Tianyu Li

Autoregressive (AR) models have recently shown strong performance in image generation, where a critical component is the visual tokenizer (VT) that maps continuous pixel inputs to discrete token sequences. The quality of the VT largely…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Huawei Lin , Tong Geng , Zhaozhuo Xu , Weijie Zhao

We propose a new problem called audio-visual segmentation (AVS), in which the goal is to output a pixel-level map of the object(s) that produce sound at the time of the image frame. To facilitate this research, we construct the first…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Jinxing Zhou , Xuyang Shen , Jianyuan Wang , Jiayi Zhang , Weixuan Sun , Jing Zhang , Stan Birchfield , Dan Guo , Lingpeng Kong , Meng Wang , Yiran Zhong

Querying generative AI models, e.g., large language models (LLMs), has become a prevalent method for information acquisition. However, existing query-answer datasets primarily focus on textual responses, making it challenging to address…

人工智能 · 计算机科学 2025-06-03 Shuting Wang , Yunqi Liu , Zixin Yang , Ning Hu , Zhicheng Dou , Chenyan Xiong

Generating high-quality piano audio from video requires precise synchronization between visual cues and musical output, ensuring accurate semantic and temporal alignment.However, existing evaluation datasets do not fully capture the…

声音 · 计算机科学 2025-05-27 Chang Liu , Haomin Zhang , Shiyu Xia , Zihao Chen , Chaofan Ding , Xin Yue , Huizhe Chen , Xinhan Di

While multimodal large language models (MLLMs) exhibit strong performance on single-video tasks (e.g., video question answering), their capability for spatiotemporal pattern reasoning across multiple videos remains a critical gap in pattern…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Nannan Zhu , Yonghao Dong , Teng Wang , Xueqian Li , Shengjun Deng , Yijia Wang , Zheng Hong , Tiantian Geng , Guo Niu , Hanyan Huang , Xiongfei Yao , Shuaiwei Jiao

The rapid development of diffusion models has significantly advanced AI-generated content (AIGC), particularly in Text-to-Image (T2I) and Text-to-Video (T2V) generation. Text-based video editing, leveraging these generative capabilities,…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Yupeng Chen , Penglin Chen , Xiaoyu Zhang , Yixian Huang , Qian Xie

Layout-guided text-to-image models offer greater control over the generation process by explicitly conditioning image synthesis on the spatial arrangement of elements. As a result, their adoption has increased in many computer vision…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Elena Izzo , Luca Parolari , Davide Vezzaro , Lamberto Ballan

Story visualization aims to generate coherent image sequences that faithfully represent a narrative and match given character references. Despite progress in generative models, existing benchmarks remain narrow in scope, often limited to…

The vision and language generative models have been overgrown in recent years. For video generation, various open-sourced models and public-available services have been developed to generate high-quality videos. However, these methods often…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Yaofang Liu , Xiaodong Cun , Xuebo Liu , Xintao Wang , Yong Zhang , Haoxin Chen , Yang Liu , Tieyong Zeng , Raymond Chan , Ying Shan

Podcast script generation requires LLMs to synthesize structured, context-grounded dialogue from diverse inputs, yet systematic evaluation resources for this task remain limited. To bridge this gap, we introduce PodBench, a benchmark…

计算与语言 · 计算机科学 2026-01-22 Chenning Xu , Mao Zheng , Mingyu Zheng , Mingyang Song

The rapid advancement in AI-generated video synthesis has led to a growth demand for standardized and effective evaluation metrics. Existing metrics lack a unified framework for systematically categorizing methodologies, limiting a holistic…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Xinhao Xiang , Xiao Liu , Zizhong Li , Zhuosheng Liu , Jiawei Zhang

We explore a new task for audio-visual-language modeling called fine-grained audible video description (FAVD). It aims to provide detailed textual descriptions for the given audible videos, including the appearance and spatial locations of…

计算机视觉与模式识别 · 计算机科学 2023-04-03 Xuyang Shen , Dong Li , Jinxing Zhou , Zhen Qin , Bowen He , Xiaodong Han , Aixuan Li , Yuchao Dai , Lingpeng Kong , Meng Wang , Yu Qiao , Yiran Zhong

Endeavors have been made to explore Large Language Models for video analysis (Video-LLMs), particularly in understanding and interpreting long videos. However, existing Video-LLMs still face challenges in effectively integrating the rich…

计算机视觉与模式识别 · 计算机科学 2024-12-12 Jungang Li , Sicheng Tao , Yibo Yan , Xiaojie Gu , Haodong Xu , Xu Zheng , Yuanhuiyi Lyu , Linfeng Zhang , Xuming Hu

The rapid advancement of video generation has rendered existing evaluation systems inadequate for assessing state-of-the-art models, primarily due to simple prompts that cannot showcase the model's capabilities, fixed evaluation operators…

计算机视觉与模式识别 · 计算机科学 2025-04-29 Yuhang Yang , Ke Fan , Shangkun Sun , Hongxiang Li , Ailing Zeng , FeiLin Han , Wei Zhai , Wei Liu , Yang Cao , Zheng-Jun Zha

The rapid evolution of video generative models has shifted their focus from producing visually plausible outputs to tackling tasks requiring physical plausibility and logical consistency. However, despite recent breakthroughs such as Veo…

We propose to explore a new problem called audio-visual segmentation (AVS), in which the goal is to output a pixel-level map of the object(s) that produce sound at the time of the image frame. To facilitate this research, we construct the…

计算机视觉与模式识别 · 计算机科学 2023-02-20 Jinxing Zhou , Jianyuan Wang , Jiayi Zhang , Weixuan Sun , Jing Zhang , Stan Birchfield , Dan Guo , Lingpeng Kong , Meng Wang , Yiran Zhong