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Free-energy-guided self-repair mechanisms have shown promising results in image quality assessment (IQA), but remain under-explored in video quality assessment (VQA), where temporal dynamics and model constraints pose unique challenges.…

计算机视觉与模式识别 · 计算机科学 2025-06-16 Zhaoyang Wang , Wen Lu , Jie Li , Lihuo He , Maoguo Gong , Xinbo Gao

Virtual Reality (VR), which brings immersive experiences to viewers, has been gaining popularity in recent years. A key feature in VR systems is the use of omnidirectional content, which provides 360-degree views of scenes. In this work, we…

图像与视频处理 · 电气工程与系统科学 2019-11-18 Huyen T. T. Tran , Duc V. Nguyen , Nam Pham Ngoc , Trang H. Hoang , Truong Thu Huong , Truong Cong Thang

Visual object tracking and segmentation in omnidirectional videos are challenging due to the wide field-of-view and large spherical distortion brought by 360{\deg} images. To alleviate these problems, we introduce a novel representation,…

计算机视觉与模式识别 · 计算机科学 2025-06-23 Yinzhe Xu , Huajian Huang , Yingshu Chen , Sai-Kit Yeung

We present VQA-MHUG - a novel 49-participant dataset of multimodal human gaze on both images and questions during visual question answering (VQA) collected using a high-speed eye tracker. We use our dataset to analyze the similarity between…

计算机视觉与模式识别 · 计算机科学 2026-03-04 Ekta Sood , Fabian Kögel , Florian Strohm , Prajit Dhar , Andreas Bulling

Omnidirectional image quality assessment (OIQA) aims to predict the perceptual quality of omnidirectional images that cover the whole 180$\times$360$^{\circ}$ viewing range of the visual environment. Here we propose a blind/no-reference…

多媒体 · 计算机科学 2023-02-27 Wei Zhou , Zhou Wang

Recent advancements in audio-video joint generation models have demonstrated impressive capabilities in content creation. However, generating high-fidelity human-centric videos in complex, real-world physical scenes remains a significant…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Lei Zhu , Xing Cai , Yingjie Chen , Yiheng Li , Binxin Yang , Hao Liu , Jie Chen , Chen Li , Jing LYu

Omnidirectional images (ODIs), with their 360{\deg} field of view, provide unparalleled spatial awareness for immersive applications like augmented reality and embodied AI. However, the capability of existing multi-modal large language…

计算机视觉与模式识别 · 计算机科学 2025-05-21 Xinshen Zhang , Zhen Ye , Xu Zheng

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…

计算机视觉与模式识别 · 计算机科学 2021-02-11 Dingquan Li , Tingting Jiang , Ming Jiang

Subjective video quality assessment (VQA) is the gold standard for measuring end-user experience across communication, streaming, and UGC pipelines. Beyond high-validity lab studies, crowdsourcing offers accurate, reliable, faster, and…

图像与视频处理 · 电气工程与系统科学 2025-09-25 Babak Naderi , Ross Cutler

360{\deg} videos in recent years have experienced booming development. Compared to traditional videos, 360{\deg} videos are featured with uncertain user behaviors, bringing opportunities as well as challenges. Datasets are necessary for…

多媒体 · 计算机科学 2022-08-09 Yili Jin , Junhua Liu , Fangxin Wang , Shuguang Cui

The data scaling law has been shown to significantly enhance the performance of large multi-modal models (LMMs) across various downstream tasks. However, in the domain of perceptual video quality assessment (VQA), the potential of scaling…

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…

图像与视频处理 · 电气工程与系统科学 2019-09-05 Jiahua Xu , Ziyuan Luo , Wei Zhou , Wenyuan Zhang , Zhibo Chen

The proliferation of in-the-wild videos has greatly expanded the Video Quality Assessment (VQA) problem. Unlike early definitions that usually focus on limited distortion types, VQA on in-the-wild videos is especially challenging as it…

计算机视觉与模式识别 · 计算机科学 2023-08-04 Haoning Wu , Erli Zhang , Liang Liao , Chaofeng Chen , Jingwen Hou , Annan Wang , Wenxiu Sun , Qiong Yan , Weisi Lin

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…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Xilei Zhu , Huiyu Duan , Liu Yang , Yucheng Zhu , Xiongkuo Min , Guangtao Zhai , Patrick Le Callet

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…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Qizhi Xie , Kun Yuan , Yunpeng Qu , Ming Sun , Chao Zhou , Jihong Zhu

Video question answering (Video QA) presents a powerful testbed for human-like intelligent behaviors. The task demands new capabilities to integrate video processing, language understanding, binding abstract linguistic concepts to concrete…

计算机视觉与模式识别 · 计算机科学 2021-07-12 Long Hoang Dang , Thao Minh Le , Vuong Le , Truyen Tran

Progress in embodied intelligence increasingly depends on scalable data infrastructure. While vision and language have scaled with internet corpora, learning physical interaction remains constrained by the lack of large, diverse, and richly…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Yufan Deng , Daquan Zhou

Video Quality Assessment (VQA), which intends to predict the perceptual quality of videos, has attracted increasing attention. Due to factors like motion blur or specific distortions, the quality of different regions in a video varies.…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Yunpeng Qu , Kun Yuan , Qizhi Xie , Ming Sun , Chao Zhou , Jian Wang

Conventional images/videos are often rendered within the central vision area of the human visual system (HVS) with uniform quality. Recent virtual reality (VR) device with head mounted display (HMD) extends the field of view (FoV)…

多媒体 · 计算机科学 2018-02-27 Peiyao Guo , Qiu Shen , Zhan Ma , David J. Brady , Yao Wang

Video Quality Assessment (VQA) aims to simulate the process of perceiving video quality by the human visual system (HVS). The judgments made by HVS are always influenced by human subjective feelings. However, most of the current VQA…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Yachun Mi , Yu Li , Yan Shu , Chen Hui , Puchao Zhou , Shaohui Liu