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Accurately estimating humans' subjective feedback on video fluency, e.g., motion consistency and frame continuity, is crucial for various applications like streaming and gaming. Yet, it has long been overlooked, as prior arts have focused…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Qizhi Xie , Kun Yuan , Yunpeng Qu , Ming Sun , Chao Zhou , Jihong Zhu

For software to be reliable and resilient, it is widely accepted that tests must be created and maintained alongside the software itself. One safeguard from vulnerabilities and failures in code is to ensure correct behavior on the…

Software Engineering · Computer Science 2020-10-13 Felix Dobslaw , Francisco Gomes de Oliveira Neto , Robert Feldt

Large vision-language models (LVLMs) have shown premise in a broad range of vision-language tasks with their strong reasoning and generalization capabilities. However, they require considerable computational resources for training and…

Computation and Language · Computer Science 2024-06-18 Guiming Hardy Chen , Shunian Chen , Ruifei Zhang , Junying Chen , Xiangbo Wu , Zhiyi Zhang , Zhihong Chen , Jianquan Li , Xiang Wan , Benyou Wang

This paper provides a comprehensive review of mechanical equipment fault diagnosis methods, focusing on the advancements brought by Transformer-based models. It details the structure, working principles, and benefits of Transformers,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-12 Guiran Liu , Binrong Zhu

Vision-Language-Action (VLA) models have emerged as a promising paradigm for general-purpose robotic control, with test-time scaling (TTS) gaining attention to enhance robustness beyond training. However, existing TTS methods for VLAs…

Robotics · Computer Science 2026-02-05 Hyeonbeom Choi , Daechul Ahn , Youhan Lee , Taewook Kang , Seongwon Cho , Jonghyun Choi

Visual Object Tracking (VOT) is a fundamental task with widespread applications in autonomous navigation, surveillance, and maritime robotics. Despite significant advances in generic object tracking, maritime environments continue to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Ahsan Baidar Bakht , Muhayy Ud Din , Sajid Javed , Irfan Hussain

Embodied Visual Tracking (EVT) is a fundamental ability that underpins practical applications, such as companion robots, guidance robots and service assistants, where continuously following moving targets is essential. Recent advances have…

The integration of visual-tactile stimulus is common while humans performing daily tasks. In contrast, using unimodal visual or tactile perception limits the perceivable dimensionality of a subject. However, it remains a challenge to…

Robotics · Computer Science 2019-02-19 Jet-Tsyn Lee , Danushka Bollegala , Shan Luo

Data-driven approaches to tactile sensing aim to overcome the complexity of accurately modeling contact with soft materials. However, their widespread adoption is impaired by concerns about data efficiency and the capability to generalize…

Robotics · Computer Science 2020-03-06 Carmelo Sferrazza , Thomas Bi , Raffaello D'Andrea

Vision Transformers (ViTs) achieve strong data-driven scaling by leveraging all-to-all self-attention. However, this flexibility incurs a computational cost that scales quadratically with image resolution, limiting ViTs in high-resolution…

Computer Vision and Pattern Recognition · Computer Science 2026-05-13 Alan Z. Song , Yinjie Chen , Mu Nan , Rui Zhang , Jiahang Cao , Weijian Mai , Muquan Yu , Hossein Adeli , Deva Ramanan , Michael J. Tarr , Andrew F. Luo

While Vision-Language Models (VLMs) have achieved competitive performance in various tasks, their comprehension of the underlying structure and semantics of a scene remains understudied. To investigate the understanding of VLMs, we study…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Massimo Rizzoli , Simone Alghisi , Olha Khomyn , Gabriel Roccabruna , Seyed Mahed Mousavi , Giuseppe Riccardi

Touch holds a pivotal position in enhancing the perceptual and interactive capabilities of both humans and robots. Despite its significance, current tactile research mainly focuses on visual and tactile modalities, overlooking the language…

Robotics · Computer Science 2024-06-07 Ning Cheng , Changhao Guan , Jing Gao , Weihao Wang , You Li , Fandong Meng , Jie Zhou , Bin Fang , Jinan Xu , Wenjuan Han

Tactile sensing in biological organisms is deeply intertwined with morphological form, such as human fingers, cat paws, and elephant trunks, which enables rich and adaptive interactions through a variety of geometrically complex structures.…

We present Step-Video-T2V, a state-of-the-art text-to-video pre-trained model with 30B parameters and the ability to generate videos up to 204 frames in length. A deep compression Variational Autoencoder, Video-VAE, is designed for video…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Guoqing Ma , Haoyang Huang , Kun Yan , Liangyu Chen , Nan Duan , Shengming Yin , Changyi Wan , Ranchen Ming , Xiaoniu Song , Xing Chen , Yu Zhou , Deshan Sun , Deyu Zhou , Jian Zhou , Kaijun Tan , Kang An , Mei Chen , Wei Ji , Qiling Wu , Wen Sun , Xin Han , Yanan Wei , Zheng Ge , Aojie Li , Bin Wang , Bizhu Huang , Bo Wang , Brian Li , Changxing Miao , Chen Xu , Chenfei Wu , Chenguang Yu , Dapeng Shi , Dingyuan Hu , Enle Liu , Gang Yu , Ge Yang , Guanzhe Huang , Gulin Yan , Haiyang Feng , Hao Nie , Haonan Jia , Hanpeng Hu , Hanqi Chen , Haolong Yan , Heng Wang , Hongcheng Guo , Huilin Xiong , Huixin Xiong , Jiahao Gong , Jianchang Wu , Jiaoren Wu , Jie Wu , Jie Yang , Jiashuai Liu , Jiashuo Li , Jingyang Zhang , Junjing Guo , Junzhe Lin , Kaixiang Li , Lei Liu , Lei Xia , Liang Zhao , Liguo Tan , Liwen Huang , Liying Shi , Ming Li , Mingliang Li , Muhua Cheng , Na Wang , Qiaohui Chen , Qinglin He , Qiuyan Liang , Quan Sun , Ran Sun , Rui Wang , Shaoliang Pang , Shiliang Yang , Sitong Liu , Siqi Liu , Shuli Gao , Tiancheng Cao , Tianyu Wang , Weipeng Ming , Wenqing He , Xu Zhao , Xuelin Zhang , Xianfang Zeng , Xiaojia Liu , Xuan Yang , Yaqi Dai , Yanbo Yu , Yang Li , Yineng Deng , Yingming Wang , Yilei Wang , Yuanwei Lu , Yu Chen , Yu Luo , Yuchu Luo , Yuhe Yin , Yuheng Feng , Yuxiang Yang , Zecheng Tang , Zekai Zhang , Zidong Yang , Binxing Jiao , Jiansheng Chen , Jing Li , Shuchang Zhou , Xiangyu Zhang , Xinhao Zhang , Yibo Zhu , Heung-Yeung Shum , Daxin Jiang

Vision-Language Models (VLMs) face significant challenges when dealing with the diverse resolutions and aspect ratios of real-world images, as most existing models rely on fixed, low-resolution inputs. While recent studies have explored…

Computer Vision and Pattern Recognition · Computer Science 2025-06-17 Junbo Niu , Yuanhong Zheng , Ziyang Miao , Hejun Dong , Chunjiang Ge , Hao Liang , Ma Lu , Bohan Zeng , Qiahao Zheng , Conghui He , Wentao Zhang

Soft material research has seen significant growth in recent years, with emerging applications in robotics, electronics, and healthcare diagnostics where understanding material mechanical response is crucial for precision design.…

Instrumentation and Detectors · Physics 2024-11-08 B. M. Unikewicz , A. M. Pincot , T. Cohen

Since first proposed, Video Instance Segmentation(VIS) task has attracted vast researchers' focus on architecture modeling to boost performance. Though great advances achieved in online and offline paradigms, there are still insufficient…

Computer Vision and Pattern Recognition · Computer Science 2022-10-18 Wenhe Jia , Lu Yang , Zilong Jia , Wenyi Zhao , Yilin Zhou , Qing Song

While Vision-Language-Action models (VLAs) are rapidly advancing towards generalist robot policies, it remains difficult to quantitatively understand their limits and failure modes. To address this, we introduce a comprehensive benchmark…

Robotics · Computer Science 2025-12-30 Borong Zhang , Jiahao Li , Jiachen Shen , Yishuai Cai , Yuhao Zhang , Yuanpei Chen , Juntao Dai , Jiaming Ji , Yaodong Yang

Safety performance evaluation is critical for developing and deploying connected and automated vehicles (CAVs). One prevailing way is to design testing scenarios using prior knowledge of CAVs, test CAVs in these scenarios, and then evaluate…

Systems and Control · Electrical Eng. & Systems 2024-02-08 Jingxuan Yang , Haowei Sun , Honglin He , Yi Zhang , Shuo Feng , Henry X. Liu

Robotic pushing is a fundamental manipulation task that requires tactile feedback to capture subtle contact forces and dynamics between the end-effector and the object. However, real tactile sensors often face hardware limitations such as…

Robotics · Computer Science 2025-10-24 Zhiyuan Wu , Yijiong Lin , Yongqiang Zhao , Xuyang Zhang , Zhuo Chen , Nathan Lepora , Shan Luo
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