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 …

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 …

Q-bench: A benchmark for general-purpose foundation models on low-level vision

H Wu, Z Zhang, E Zhang, C Chen, L Liao… - arXiv preprint arXiv …, 2023 - arxiv.org
The rapid evolution of Multi-modality Large Language Models (MLLMs) has catalyzed a shift
in computer vision from specialized models to general-purpose foundation models …

Towards explainable in-the-wild video quality assessment: a database and a language-prompted approach

H Wu, E Zhang, L Liao, C Chen, J Hou… - Proceedings of the 31st …, 2023 - dl.acm.org
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 …

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 …

COVER: A comprehensive video quality evaluator

C He, Q Zheng, R Zhu, X Zeng… - Proceedings of the …, 2024 - openaccess.thecvf.com
Video quality assessment especially for a massive scale of user-generated content is an
essential yet challenging computer vision and video analysis problem. Prior methods have …

Quality Assessment in the Era of Large Models: A Survey

Z Zhang, Y Zhou, C Li, B Zhao, X Liu, G Zhai - arXiv preprint arXiv …, 2024 - arxiv.org
Quality assessment, which evaluates the visual quality level of multimedia experiences, has
garnered significant attention from researchers and has evolved substantially through …

Analysis of video quality datasets via design of minimalistic video quality models

W Sun, W Wen, X Min, L Lan, G Zhai… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Blind video quality assessment (BVQA) plays an indispensable role in monitoring and
improving the end-users' viewing experience in various real-world video-enabled media …

Light-vqa: A multi-dimensional quality assessment model for low-light video enhancement

Y Dong, X Liu, Y Gao, X Zhou, T Tan… - Proceedings of the 31st …, 2023 - dl.acm.org
Recently, Users Generated Content (UGC) videos becomes ubiquitous in our daily lives.
However, due to the limitations of photographic equipments and techniques, UGC videos …