Vbench: Comprehensive benchmark suite for video generative models

Z Huang, Y He, J Yu, F Zhang, C Si… - Proceedings of the …, 2024 - openaccess.thecvf.com
Video generation has witnessed significant advancements yet evaluating these models
remains a challenge. A comprehensive evaluation benchmark for video generation is …

AIS 2024 challenge on video quality assessment of user-generated content: Methods and results

MV Conde, S Zadtootaghaj, N Barman… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper reviews the AIS 2024 Video Quality Assessment (VQA) Challenge focused on
User-Generated Content (UGC). The aim of this challenge is to gather deep learning-based …

Q-instruct: Improving low-level visual abilities for multi-modality foundation models

H Wu, Z Zhang, E Zhang, C Chen… - Proceedings of the …, 2024 - openaccess.thecvf.com
Multi-modality large language models (MLLMs) as represented by GPT-4V have introduced
a paradigm shift for visual perception and understanding tasks that a variety of abilities can …

Exploring video quality assessment on user generated contents from aesthetic and technical perspectives

H Wu, E Zhang, L Liao, C Chen, J Hou… - Proceedings of the …, 2023 - openaccess.thecvf.com
The rapid increase in user-generated-content (UGC) videos calls for the development of
effective video quality assessment (VQA) algorithms. However, the objective of the UGC …

MD-VQA: Multi-dimensional quality assessment for UGC live videos

Z Zhang, W Wu, W Sun, D Tu, W Lu… - Proceedings of the …, 2023 - openaccess.thecvf.com
User-generated content (UGC) live videos are often bothered by various distortions during
capture procedures and thus exhibit diverse visual qualities. Such source videos are further …

Q-align: Teaching lmms for visual scoring via discrete text-defined levels

H Wu, Z Zhang, W Zhang, C Chen, L Liao, C Li… - arXiv preprint arXiv …, 2023 - arxiv.org
The explosion of visual content available online underscores the requirement for an
accurate machine assessor to robustly evaluate scores across diverse types of visual …

Discovqa: Temporal distortion-content transformers for video quality assessment

H Wu, C Chen, L Liao, J Hou, W Sun… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Compared with spatial counterparts, temporal relationships between frames and their
influences on video quality assessment (VQA) are still relatively under-studied in existing …

NTIRE 2023 quality assessment of video enhancement challenge

X Liu, X Min, W Sun, Y Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper reports on the NTIRE 2023 Quality Assessment of Video Enhancement
Challenge, which will be held in conjunction with the New Trends in Image Restoration and …

Kvq: Kwai video quality assessment for short-form videos

Y Lu, X Li, Y Pei, K Yuan, Q Xie, Y Qu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Short-form UGC video platforms like Kwai and TikTok have been an emerging and
irreplaceable mainstream media form thriving on user-friendly engagement and …

Towards open-ended visual quality comparison

H Wu, H Zhu, Z Zhang, E Zhang, C Chen, L Liao… - arXiv preprint arXiv …, 2024 - arxiv.org
Comparative settings (eg pairwise choice, listwise ranking) have been adopted by a wide
range of subjective studies for image quality assessment (IQA), as it inherently standardizes …