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Recent advances in image captioning task have led to increasing interests in video captioning task. However, most works on video captioning are focused on generating single input of aggregated features, which hardly deviates from image…

Computer Vision and Pattern Recognition · Computer Science 2016-05-19 Andrew Shin , Katsunori Ohnishi , Tatsuya Harada

Large language models (LLMs) have been increasingly applied to automated harmful content detection tasks, assisting moderators in identifying policy violations and improving the overall efficiency and accuracy of content review. However,…

Computation and Language · Computer Science 2025-08-14 Kangwei Liu , Siyuan Cheng , Bozhong Tian , Xiaozhuan Liang , Yuyang Yin , Meng Han , Ningyu Zhang , Bryan Hooi , Xi Chen , Shumin Deng

Video anomaly retrieval aims to localize anomalous events in videos using natural language queries to facilitate public safety. However, existing datasets suffer from severe limitations: (1) data scarcity due to the long-tail nature of…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Shuyu Yang , Yilun Wang , Yaxiong Wang , Li Zhu , Zhedong Zheng

In this work, we propose the use of "aligned visual captions" as a mechanism for integrating information contained within videos into retrieval augmented generation (RAG) based chat assistant systems. These captions are able to describe the…

Artificial Intelligence · Computer Science 2024-05-29 Kevin Dela Rosa

Criminal Court View Generation (CVG) is a fundamental task in legal artificial intelligence, aiming to automatically generate the "Court View" section of a legal case document. Generating court views is challenging due to the diversity and…

Computation and Language · Computer Science 2025-10-21 Zhitian Hou , Kun Zeng

Movie screenplays are rich long-form narratives that interleave complex character relationships, temporally ordered events, and dialogue-driven interactions. While prior benchmarks target individual subtasks such as question answering or…

Computation and Language · Computer Science 2026-05-27 Qiuyu Tian , Zequn Liu , Yiding Li , Fengyi Chen , Youyong Kong , Fan Guo , Yuyao Li , Jinjing Shen , Zhijing Xie , Yiyun Luo , Xin Zhang , Yingce Xia

While various multimodal multi-image evaluation datasets have been emerged, but these datasets are primarily based on English, and there has yet to be a Chinese multi-image dataset. To fill this gap, we introduce RealBench, the first…

Computation and Language · Computer Science 2025-09-23 Fei Zhao , Chengqiang Lu , Yufan Shen , Qimeng Wang , Yicheng Qian , Haoxin Zhang , Yan Gao , Yi Wu , Yao Hu , Zhen Wu , Shangyu Xing , Xinyu Dai

Generative models have demonstrated remarkable capability in synthesizing high-quality text, images, and videos. For video generation, contemporary text-to-video models exhibit impressive capabilities, crafting visually stunning videos.…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Jay Zhangjie Wu , Guian Fang , Haoning Wu , Xintao Wang , Yixiao Ge , Xiaodong Cun , David Junhao Zhang , Jia-Wei Liu , Yuchao Gu , Rui Zhao , Weisi Lin , Wynne Hsu , Ying Shan , Mike Zheng Shou

The surge of audiovisual content on streaming platforms and social media has heightened the demand for accurate and accessible subtitles. However, existing subtitle generation methods primarily speech-based transcription or OCR-based…

Machine Learning · Computer Science 2025-10-29 Arpita Kundu , Joyita Chakraborty , Anindita Desarkar , Aritra Sen , Srushti Anil Patil , Vishwanathan Raman

We propose a novel approach for captioning and object grounding in video, where the objects in the caption are grounded in the video via temporally dense bounding boxes. We introduce the following contributions. First, we present a…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Evangelos Kazakos , Cordelia Schmid , Josef Sivic

News image captioning aims to produce journalistically informative descriptions by combining visual content with contextual cues from associated articles. Despite recent advances, existing methods struggle with three key challenges: (1)…

Computer Vision and Pattern Recognition · Computer Science 2025-11-27 Xiaoxing You , Qiang Huang , Lingyu Li , Chi Zhang , Xiaopeng Liu , Min Zhang , Jun Yu

Cinematography is a cornerstone of film production and appreciation, shaping mood, emotion, and narrative through visual elements such as camera movement, shot composition, and lighting. Despite recent progress in multimodal large language…

Computer Vision and Pattern Recognition · Computer Science 2025-05-22 Xinran Wang , Songyu Xu , Xiangxuan Shan , Yuxuan Zhang , Muxi Diao , Xueyan Duan , Yanhua Huang , Kongming Liang , Zhanyu Ma

Video generation assessment is essential for ensuring that generative models produce visually realistic, high-quality videos while aligning with human expectations. Current video generation benchmarks fall into two main categories:…

Computer Vision and Pattern Recognition · Computer Science 2025-04-30 Hui Han , Siyuan Li , Jiaqi Chen , Yiwen Yuan , Yuling Wu , Chak Tou Leong , Hanwen Du , Junchen Fu , Youhua Li , Jie Zhang , Chi Zhang , Li-jia Li , Yongxin Ni

While recent video world models can generate highly realistic videos, their ability to perform semantic reasoning and planning remains unclear and unquantified. We introduce Target-Bench, the first benchmark that enables comprehensive…

We introduce an audiovisual method for long-range text-to-video retrieval. Unlike previous approaches designed for short video retrieval (e.g., 5-15 seconds in duration), our approach aims to retrieve minute-long videos that capture complex…

Computer Vision and Pattern Recognition · Computer Science 2022-08-03 Yan-Bo Lin , Jie Lei , Mohit Bansal , Gedas Bertasius

We tackle the long video generation problem, i.e.~generating videos beyond the output length of video generation models. Due to the computation resource constraints, video generation models can only generate video clips that are relatively…

Computer Vision and Pattern Recognition · Computer Science 2023-04-18 Hsin-Ping Huang , Yu-Chuan Su , Ming-Hsuan Yang

Multimodal large language models are increasingly used as agent backbones that understand multimodal inputs, plan retrieval actions, invoke external tools, and reason over retrieved information. Yet existing benchmarks rarely evaluate this…

Artificial Intelligence · Computer Science 2026-05-21 Lingtao Mao , Huangyu Dai , Xinyu Sun , Zihan Liang , Ben Chen , Chenyi Lei , Wenwu Ou

Minority languages in China, such as Tibetan, Uyghur, and Traditional Mongolian, face significant challenges due to their unique writing systems, which differ from international standards. This discrepancy has led to a severe lack of…

Computation and Language · Computer Science 2025-10-24 Guixian Xu , Zeli Su , Ziyin Zhang , Jianing Liu , XU Han , Ting Zhang , Yushuang Dong

The user base of short video apps has experienced unprecedented growth in recent years, resulting in a significant demand for video content analysis. In particular, text-video retrieval, which aims to find the top matching videos given text…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Xuzheng Yu , Chen Jiang , Xingning Dong , Tian Gan , Ming Yang , Qingpei Guo

Video generation models have significantly advanced embodied intelligence, unlocking new possibilities for generating diverse robot data that capture perception, reasoning, and action in the physical world. However, synthesizing…

Computer Vision and Pattern Recognition · Computer Science 2026-01-22 Yufan Deng , Zilin Pan , Hongyu Zhang , Xiaojie Li , Ruoqing Hu , Yufei Ding , Yiming Zou , Yan Zeng , Daquan Zhou
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