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Animated data videos have gained significant popularity in recent years. However, authoring data videos remains challenging due to the complexity of creating and coordinating diverse components (e.g., visualization, animation, audio, etc.).…

Human-Computer Interaction · Computer Science 2025-02-10 Leixian Shen , Haotian Li , Yun Wang , Huamin Qu

Image Aesthetic Assessment (IAA) is a long-standing and challenging research task. However, its subset, Human Image Aesthetic Assessment (HIAA), has been scarcely explored. To bridge this research gap, our work pioneers a holistic…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Zhichao Liao , Xiaokun Liu , Wenyu Qin , Qingyu Li , Qiulin Wang , Pengfei Wan , Di Zhang , Long Zeng , Pingfa Feng

The advent of Multimodal Large Language Models (MLLMs) has expanded AI capabilities to visual modalities, yet existing evaluation benchmarks remain limited to single-video understanding, overlooking the critical need for multi-video…

Computer Vision and Pattern Recognition · Computer Science 2025-11-14 Tianhao Peng , Haochen Wang , Yuanxing Zhang , Zekun Wang , Zili Wang , Gavin Chang , Jian Yang , Shihao Li , Yanghai Wang , Xintao Wang , Houyi Li , Wei Ji , Pengfei Wan , Steven Huang , Zhaoxiang Zhang , Jiaheng Liu

Image aesthetics has become an important criterion for visual content curation on social media sites and media content repositories. Previous work on aesthetic prediction models in the computer vision community has focused on aesthetic…

Computer Vision and Pattern Recognition · Computer Science 2017-08-17 Naila Murray , Albert Gordo

Recent years have witnessed remarkable progress in 3D content generation. However, corresponding evaluation methods struggle to keep pace. Automatic approaches have proven challenging to align with human preferences, and the mixed…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Weitao Wang , Haoran Xu , Yuxiao Yang , Zhifang Liu , Jun Meng , Haoqian Wang

This paper introduces a LArge-scale Video Interpolation Benchmark (LAVIB) for the low-level video task of Video Frame Interpolation (VFI). LAVIB comprises a large collection of high-resolution videos sourced from the web through an…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Alexandros Stergiou

Video anomaly detection (VAD) holds immense importance across diverse domains such as surveillance, healthcare, and environmental monitoring. While numerous surveys focus on conventional VAD methods, they often lack depth in exploring…

Computer Vision and Pattern Recognition · Computer Science 2024-07-02 Moshira Abdalla , Sajid Javed , Muaz Al Radi , Anwaar Ulhaq , Naoufel Werghi

Facial Beauty Prediction (FBP) is a complex and challenging computer vision task, aiming to model the subjective and intricate nature of human aesthetic perception. While deep learning models, particularly Convolutional Neural Networks…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Djamel Eddine Boukhari

Understanding affective dynamics in real-world social systems is fundamental to modeling and analyzing human-human interactions in complex environments. Group affect emerges from intertwined human-human interactions, contextual influences,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Deepak Kumar , Abhishek Pratap Singh , Puneet Kumar , Xiaobai Li , Balasubramanian Raman

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

Robotic manipulation requires understanding both the 3D spatial structure of the environment and its temporal evolution, yet most existing policies overlook one or both. They typically rely on 2D visual observations and backbones pretrained…

This paper describes the subjective experiments and subsequent analysis carried out to validate the application of one of the most robust and influential video quality metrics, Video Multimethod Assessment Fusion (VMAF), to 360VR contents.…

Multimedia · Computer Science 2021-03-04 Marta Orduna , César Díaz , Lara Muñoz , Pablo Pérez , Ignacio Benito , Narciso García

Engagement detection in online learning environments is vital for improving student outcomes and personalizing instruction. We present ViBED-Net (Video-Based Engagement Detection Network), a novel deep learning framework designed to assess…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Prateek Gothwal , Deeptimaan Banerjee , Ashis Kumer Biswas

Current Large Language Vision Models (LLVMs) trained on web videos perform well in general video understanding but struggle with fine-grained details, complex human-object interactions (HOI), and view-invariant representation learning…

Computer Vision and Pattern Recognition · Computer Science 2025-03-27 Dominick Reilly , Rajatsubhra Chakraborty , Arkaprava Sinha , Manish Kumar Govind , Pu Wang , Francois Bremond , Le Xue , Srijan Das

Computer vision (CV) datasets often exhibit biases that are perpetuated by deep learning models. While recent efforts aim to mitigate these biases and foster fair representations, they fail in complex real-world scenarios. In particular,…

Computer Vision and Pattern Recognition · Computer Science 2024-08-22 Ioannis Sarridis , Christos Koutlis , Symeon Papadopoulos , Christos Diou

Video frame interpolation (VFI) is a fundamental research topic in video processing, which is currently attracting increased attention across the research community. While the development of more advanced VFI algorithms has been extensively…

Image and Video Processing · Electrical Eng. & Systems 2024-01-23 Duolikun Danier , Fan Zhang , David Bull

Video quality assessment (VQA) is an important problem in computer vision. The videos in computer vision applications are usually captured in the wild. We focus on automatically assessing the quality of in-the-wild videos, which is a…

Computer Vision and Pattern Recognition · Computer Science 2021-02-11 Dingquan Li , Tingting Jiang , Ming Jiang

Large Vision-Language Models (LVLMs) have demonstrated remarkable capabilities across multimodal tasks such as visual perception and reasoning, leading to good performance on various multimodal evaluation benchmarks. However, these…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Yue Yang , Shuibai Zhang , Wenqi Shao , Kaipeng Zhang , Yi Bin , Yu Wang , Ping Luo

Large-scale product recognition is one of the major applications of computer vision and machine learning in the e-commerce domain. Since the number of products is typically much larger than the number of categories of products, image-based…

Computer Vision and Pattern Recognition · Computer Science 2021-07-14 Jiangbo Yuan , An-Ti Chiang , Wen Tang , Antonio Haro

AI-driven video analytics has become increasingly important across diverse domains. However, existing systems are often constrained to specific, predefined tasks, limiting their adaptability in open-ended analytical scenarios. The recent…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Yuxuan Yan , Shiqi Jiang , Ting Cao , Yifan Yang , Qianqian Yang , Yuanchao Shu , Yuqing Yang , Lili Qiu