Perceptual video quality assessment: A survey
Perceptual video quality assessment plays a vital role in the field of video processing due to
the existence of quality degradations introduced in various stages of video signal …
the existence of quality degradations introduced in various stages of video signal …
NTIRE 2024 challenge on short-form UGC video quality assessment: Methods and results
This paper reviews the NTIRE 2024 Challenge on Shortform UGC Video Quality
Assessment (S-UGC VQA) where various excellent solutions are submitted and evaluated …
Assessment (S-UGC VQA) where various excellent solutions are submitted and evaluated …
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 …
Videocrafter2: Overcoming data limitations for high-quality video diffusion models
Text-to-video generation aims to produce a video based on a given prompt. Recently
several commercial video models have been able to generate plausible videos with minimal …
several commercial video models have been able to generate plausible videos with minimal …
Evalcrafter: Benchmarking and evaluating large video generation models
The vision and language generative models have been overgrown in recent years. For
video generation various open-sourced models and public-available services have been …
video generation various open-sourced models and public-available services have been …
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 …
Q-bench: A benchmark for general-purpose foundation models on low-level vision
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 …
in computer vision from specialized models to general-purpose foundation models …
Id-animator: Zero-shot identity-preserving human video generation
Generating high-fidelity human video with specified identities has attracted significant
attention in the content generation community. However, existing techniques struggle to …
attention in the content generation community. However, existing techniques struggle to …
Videoscore: Building automatic metrics to simulate fine-grained human feedback for video generation
The recent years have witnessed great advances in video generation. However, the
development of automatic video metrics is lagging significantly behind. None of the existing …
development of automatic video metrics is lagging significantly behind. None of the existing …