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ChatGPT is attracting a cross-field interest as it provides a language interface with remarkable conversational competency and reasoning capabilities across many domains. However, since ChatGPT is trained with languages, it is currently not…

计算机视觉与模式识别 · 计算机科学 2023-03-09 Chenfei Wu , Shengming Yin , Weizhen Qi , Xiaodong Wang , Zecheng Tang , Nan Duan

Most existing approaches formulate action quality assessment and skill proficiency estimation as discriminative prediction tasks, typically producing discrete labels or scores without explicitly modeling the reasoning process underlying the…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Edoardo Bianchi , Jacopo Staiano , Antonio Liotta

This paper presents ConvBench, a novel multi-turn conversation evaluation benchmark tailored for Large Vision-Language Models (LVLMs). Unlike existing benchmarks that assess individual capabilities in single-turn dialogues, ConvBench adopts…

多媒体 · 计算机科学 2024-04-26 Shuo Liu , Kaining Ying , Hao Zhang , Yue Yang , Yuqi Lin , Tianle Zhang , Chuanhao Li , Yu Qiao , Ping Luo , Wenqi Shao , Kaipeng Zhang

Conversation agents fueled by Large Language Models (LLMs) are providing a new way to interact with visual data. While there have been initial attempts for image-based conversation models, this work addresses the under-explored field of…

计算机视觉与模式识别 · 计算机科学 2024-06-11 Muhammad Maaz , Hanoona Rasheed , Salman Khan , Fahad Shahbaz Khan

AI-driven chatbots such as ChatGPT have caused a tremendous hype lately. For BPM applications, several applications for AI-driven chatbots have been identified to be promising to generate business value, including explanation of process…

计算与语言 · 计算机科学 2024-01-19 Nataliia Klievtsova , Janik-Vasily Benzin , Timotheus Kampik , Juergen Mangler , Stefanie Rinderle-Ma

In this work, we introduce the Qwen-VL series, a set of large-scale vision-language models (LVLMs) designed to perceive and understand both texts and images. Starting from the Qwen-LM as a foundation, we endow it with visual capacity by the…

计算机视觉与模式识别 · 计算机科学 2023-10-16 Jinze Bai , Shuai Bai , Shusheng Yang , Shijie Wang , Sinan Tan , Peng Wang , Junyang Lin , Chang Zhou , Jingren Zhou

The recent success of ChatGPT and GPT-4 has drawn widespread attention to multimodal dialogue systems. However, there is a lack of datasets in the academic community that can effectively evaluate the multimodal generation capabilities of…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Zhiwei Zhang , Yuliang Liu

Vision-language models (VLMs) have shown remarkable progress in offline tasks such as image captioning and video question answering. However, real-time interactive environments impose new demands on VLMs, requiring them to generate…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Keunwoo Peter Yu , Joyce Chai

The recent success of large language models (LLMs) has shown great potential to develop more powerful conversational recommender systems (CRSs), which rely on natural language conversations to satisfy user needs. In this paper, we embark on…

计算与语言 · 计算机科学 2024-06-21 Xiaolei Wang , Xinyu Tang , Wayne Xin Zhao , Jingyuan Wang , Ji-Rong Wen

End-to-end spoken dialogue models such as GPT-4o-audio have recently garnered significant attention in the speech domain. However, the evaluation of spoken dialogue models' conversational performance has largely been overlooked. This is…

音频与语音处理 · 电气工程与系统科学 2025-09-24 Shengpeng Ji , Tianle Liang , Yangzhuo Li , Jialong Zuo , Minghui Fang , Jinzheng He , Yifu Chen , Zhengqing Liu , Ziyue Jiang , Xize Cheng , Siqi Zheng , Jin Xu , Junyang Lin , Zhou Zhao

The recent successes of Vision-Language models raise the question of how to equivalently imbue a pretrained speech model with vision understanding, an important milestone towards building a multimodal speech model able to freely converse…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Amélie Royer , Moritz Böhle , Gabriel de Marmiesse , Laurent Mazaré , Neil Zeghidour , Alexandre Défossez , Patrick Pérez

The advent of immersive Virtual Reality applications has transformed various domains, yet their integration with advanced artificial intelligence technologies like Visual Language Models remains underexplored. This study introduces a…

机器人学 · 计算机科学 2024-08-06 Mikhail Konenkov , Artem Lykov , Daria Trinitatova , Dzmitry Tsetserukou

ChatGPT is a natural language processing tool that can engage in human-like conversations and generate coherent and contextually relevant responses to various prompts. ChatGPT is capable of understanding natural text that is input by a user…

人机交互 · 计算机科学 2024-09-02 Sara Amani , Lance White , Trini Balart , Laksha Arora , Kristi J. Shryock , Kelly Brumbelow , Karan L. Watson

We present an interactive visual framework named InternGPT, or iGPT for short. The framework integrates chatbots that have planning and reasoning capabilities, such as ChatGPT, with non-verbal instructions like pointing movements that…

Understanding environmental changes from remote sensing imagery is vital for climate resilience, urban planning, and ecosystem monitoring. Yet, current vision language models (VLMs) overlook causal signals from environmental sensors, rely…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Hosam Elgendy , Ahmed Sharshar , Ahmed Aboeitta , Mohsen Guizani

Generative AI systems such as ChatGPT and Claude are built upon language models that are typically evaluated for accuracy on curated benchmark datasets. Such evaluation paradigms measure predictive and reasoning capabilities of language…

人机交互 · 计算机科学 2025-03-03 Shreya Rajagopal , Jae Ho Sohn , Hari Subramonyam , Shiwali Mohan

Vision-language generative reward models (VL-GenRMs) play a crucial role in aligning and evaluating multimodal AI systems, yet their own evaluation remains under-explored. Current assessment methods primarily rely on AI-annotated preference…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Lei Li , Yuancheng Wei , Zhihui Xie , Xuqing Yang , Yifan Song , Peiyi Wang , Chenxin An , Tianyu Liu , Sujian Li , Bill Yuchen Lin , Lingpeng Kong , Qi Liu

Beginning with VisualGLM and CogVLM, we are continuously exploring VLMs in pursuit of enhanced vision-language fusion, efficient higher-resolution architecture, and broader modalities and applications. Here we propose the CogVLM2 family, a…

Vision-and-Language Models (VLMs) have shown impressive capabilities on single-turn benchmarks, yet real-world applications often demand more intricate multi-turn dialogues. Existing multi-turn datasets (e.g, MMDU, ConvBench) only partially…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Young-Jun Lee , Byung-Kwan Lee , Jianshu Zhang , Yechan Hwang , Byungsoo Ko , Han-Gyu Kim , Dongyu Yao , Xuankun Rong , Eojin Joo , Seung-Ho Han , Bowon Ko , Ho-Jin Choi

Visual storytelling is an interdisciplinary field combining computer vision and natural language processing to generate cohesive narratives from sequences of images. This paper presents a novel approach that leverages recent advancements in…

计算与语言 · 计算机科学 2025-06-11 Mohamed Gado , Towhid Taliee , Muhammad Memon , Dmitry Ignatov , Radu Timofte
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