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Virtual Reality (VR) and its applications have attracted significant and increasing attention. However, the requirements of much larger file sizes, different storage formats, and immersive viewing conditions pose significant challenges to…

Image and Video Processing · Electrical Eng. & Systems 2022-04-06 Meixu Chen , Yize Jin , Todd Goodall , Xiangxu Yu , Alan C. Bovik

Existing feedforward subject-driven video customization methods mainly study single-subject scenarios due to the difficulty of constructing multi-subject training data pairs. Another challenging problem that how to use the signals such as…

Computer Vision and Pattern Recognition · Computer Science 2026-01-01 Yuanhao Cai , He Zhang , Xi Chen , Jinbo Xing , Yiwei Hu , Yuqian Zhou , Kai Zhang , Zhifei Zhang , Soo Ye Kim , Tianyu Wang , Yulun Zhang , Xiaokang Yang , Zhe Lin , Alan Yuille

Objective quality assessment of stereoscopic panoramic images becomes a challenging problem owing to the rapid growth of 360-degree contents. Different from traditional 2D image quality assessment (IQA), more complex aspects are involved in…

Image and Video Processing · Electrical Eng. & Systems 2019-09-05 Jiahua Xu , Ziyuan Luo , Wei Zhou , Wenyuan Zhang , Zhibo Chen

Composed Video Retrieval (CoVR) aims to retrieve a target video from a large gallery using a reference video and a textual query specifying visual modifications. However, existing benchmarks consider only visual changes, ignoring videos…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Gyuwon Han , Young Kyun Jang , Chanho Eom

Recent advancements in visual generation technologies have markedly increased the scale and availability of video datasets, which are crucial for training effective video generation models. However, a significant lack of high-quality,…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Hui Li , Mingwang Xu , Yun Zhan , Shan Mu , Jiaye Li , Kaihui Cheng , Yuxuan Chen , Tan Chen , Mao Ye , Jingdong Wang , Siyu Zhu

Omnidirectional image, also called 360-degree image, is able to capture the entire 360-degree scene, thereby providing more realistic immersive feelings for users than general 2D image and stereoscopic image. Meanwhile, this feature brings…

Image and Video Processing · Electrical Eng. & Systems 2025-02-27 Jiebin Yan , Ziwen Tan , Yuming Fang , Jiale Rao , Yifan Zuo

To address the larger computation and storage requirements associated with large video datasets, video dataset distillation aims to capture spatial and temporal information in a significantly smaller dataset, such that training on the…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Kunyang Li , Jeffrey A Chan Santiago , Sarinda Dhanesh Samarasinghe , Gaowen Liu , Mubarak Shah

The advent and proliferation of large multi-modal models (LMMs) have introduced new paradigms to computer vision, transforming various tasks into a unified visual question answering framework. Video Quality Assessment (VQA), a classic field…

Computer Vision and Pattern Recognition · Computer Science 2024-12-03 Ziheng Jia , Zicheng Zhang , Jiaying Qian , Haoning Wu , Wei Sun , Chunyi Li , Xiaohong Liu , Weisi Lin , Guangtao Zhai , Xiongkuo Min

With the rapid development of eXtended Reality (XR), egocentric spatial shooting and display technologies have further enhanced immersion and engagement for users, delivering more captivating and interactive experiences. Assessing the…

Computer Vision and Pattern Recognition · Computer Science 2025-08-08 Xilei Zhu , Huiyu Duan , Liu Yang , Yucheng Zhu , Xiongkuo Min , Guangtao Zhai , Patrick Le Callet

Despite the growing number of unmanned aerial vehicles (UAVs) and aerial videos, there is a paucity of studies focusing on the aesthetics of aerial videos that can provide valuable information for improving the aesthetic quality of aerial…

Computer Vision and Pattern Recognition · Computer Science 2020-11-05 Qi Kuang , Xin Jin , Qinping Zhao , Bin Zhou

Generating multi-camera street-view videos is critical for augmenting autonomous driving datasets, addressing the urgent demand for extensive and varied data. Due to the limitations in diversity and challenges in handling lighting…

Computer Vision and Pattern Recognition · Computer Science 2024-08-09 Jiachen Lu , Ze Huang , Zeyu Yang , Jiahui Zhang , Li Zhang

Video understanding has made remarkable progress in recent years, largely driven by advances in deep models and the availability of large-scale annotated datasets. However, existing works typically ignore the inherent domain shifts…

Computer Vision and Pattern Recognition · Computer Science 2025-06-02 Ziyi Wang , Zhi Gao , Boxuan Yu , Zirui Dai , Yuxiang Song , Qingyuan Lu , Jin Chen , Xinxiao Wu

Automated Vehicles (AVs) promise significant advances in transportation. Critical to these improvements is understanding AVs' longitudinal behavior, relying heavily on real-world trajectory data. Existing open-source trajectory datasets of…

Robotics · Computer Science 2025-04-29 Hang Zhou , Ke Ma , Shixiao Liang , Xiaopeng Li , Xiaobo Qu

Video generation models (VGMs) have received extensive attention recently and serve as promising candidates for general-purpose large vision models. While they can only generate short videos each time, existing methods achieve long video…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Yuanhui Huang , Wenzhao Zheng , Yuan Gao , Xin Tao , Pengfei Wan , Di Zhang , Jie Zhou , Jiwen Lu

Ultrasound acquisition requires skilled probe manipulation and real-time adjustments. Vision-language models (VLMs) could enable autonomous ultrasound systems, but existing benchmarks evaluate only static images, not dynamic procedural…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Xucheng Wang , Xiaoman Zhang , Sung Eun Kim , Ankit Pal , Pranav Rajpurkar

User engagement is greatly enhanced by fully immersive multi-modal experiences that combine visual and auditory stimuli. Consequently, the next frontier in VR/AR technologies lies in immersive volumetric videos with complete scene capture,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Zhengxian Yang , Shi Pan , Shengqi Wang , Haoxiang Wang , Li Lin , Guanjun Li , Zhengqi Wen , Borong Lin , Jianhua Tao , Tao Yu

We introduce the Lecture Video Visual Objects (LVVO) dataset, a new benchmark for visual object detection in educational video content. The dataset consists of 4,000 frames extracted from 245 lecture videos spanning biology, computer…

Computer Vision and Pattern Recognition · Computer Science 2025-06-18 Dipayan Biswas , Shishir Shah , Jaspal Subhlok

Falls are significant and often fatal for vulnerable populations such as the elderly. Previous works have addressed the detection of falls by relying on data capture by a single sensor, images or accelerometers. In this work, we rely on…

Computer Vision and Pattern Recognition · Computer Science 2023-11-06 Xueyi Wang

As Augmented Reality (AR) technologies advance towards immersive consumer adoption, the need for rigorous Quality of Experience (QoE) assessment becomes critical. However, existing datasets often lack ecological validity, relying on…

Image and Video Processing · Electrical Eng. & Systems 2026-04-06 Aymen Sekhri , Seyed Ali Amirshahi , Mohamed-Chaker Larabi

The increasing use of machine learning models has amplified the demand for high-quality, large-scale multimodal datasets. However, the availability of such datasets, especially those combining acoustic, visual and textual data, remains…

Multimedia · Computer Science 2025-09-09 Jorge E. León , Miguel Carrasco
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