Vbench: Comprehensive benchmark suite for video generative models
Video generation has witnessed significant advancements yet evaluating these models
remains a challenge. A comprehensive evaluation benchmark for video generation is …
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
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 …
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
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 …
a paradigm shift for visual perception and understanding tasks that a variety of abilities can …
Towards open-ended visual quality comparison
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 …
range of subjective studies for image quality assessment (IQA), as it inherently standardizes …
Exploring video quality assessment on user generated contents from aesthetic and technical perspectives
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 …
effective video quality assessment (VQA) algorithms. However, the objective of the UGC …
Quality assessment in the era of large models: A survey
Quality assessment, which evaluates the visual quality level of multimedia experiences, has
garnered significant attention from researchers and has evolved substantially through …
garnered significant attention from researchers and has evolved substantially through …
MD-VQA: Multi-dimensional quality assessment for UGC live videos
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 …
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
The explosion of visual content available online underscores the requirement for an
accurate machine assessor to robustly evaluate scores across diverse types of visual …
accurate machine assessor to robustly evaluate scores across diverse types of visual …
NTIRE 2023 quality assessment of video enhancement challenge
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 …
Challenge, which will be held in conjunction with the New Trends in Image Restoration and …
Discovqa: Temporal distortion-content transformers for video quality assessment
Compared with spatial counterparts, temporal relationships between frames and their
influences on video quality assessment (VQA) are still relatively under-studied in existing …
influences on video quality assessment (VQA) are still relatively under-studied in existing …