A survey on video diffusion models

Z **ng, Q Feng, H Chen, Q Dai, H Hu, H Xu… - ACM Computing …, 2024 - dl.acm.org
The recent wave of AI-generated content (AIGC) has witnessed substantial success in
computer vision, with the diffusion model playing a crucial role in this achievement. Due to …

Perceptual video quality assessment: A survey

X Min, H Duan, W Sun, Y Zhu, G Zhai - Science China Information …, 2024 - Springer
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 …

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 …

Snap video: Scaled spatiotemporal transformers for text-to-video synthesis

W Menapace, A Siarohin… - Proceedings of the …, 2024 - openaccess.thecvf.com
Contemporary models for generating images show remarkable quality and versatility.
Swayed by these advantages the research community repurposes them to generate videos …

Evaluating text-to-visual generation with image-to-text generation

Z Lin, D Pathak, B Li, J Li, X **a, G Neubig… - … on Computer Vision, 2024 - Springer
Despite significant progress in generative AI, comprehensive evaluation remains
challenging because of the lack of effective metrics and standardized benchmarks. For …

Miradata: A large-scale video dataset with long durations and structured captions

X Ju, Y Gao, Z Zhang, Z Yuan… - Advances in …, 2025 - proceedings.neurips.cc
Sora's high-motion intensity and long consistent videos have significantly impacted the field
of video generation, attracting unprecedented attention. However, existing publicly available …

NTIRE 2024 quality assessment of AI-generated content challenge

X Liu, X Min, G Zhai, C Li, T Kou… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper reports on the NTIRE 2024 Quality Assessment of AI-Generated Content
Challenge which will be held in conjunction with the New Trends in Image Restoration and …

Genai arena: An open evaluation platform for generative models

D Jiang, M Ku, T Li, Y Ni, S Sun… - Advances in Neural …, 2025 - proceedings.neurips.cc
Generative AI has made remarkable strides to revolutionize fields such as image and video
generation. These advancements are driven by innovative algorithms, architecture, and …

Freenoise: Tuning-free longer video diffusion via noise rescheduling

H Qiu, M **a, Y Zhang, Y He, X Wang, Y Shan… - arxiv preprint arxiv …, 2023 - arxiv.org
With the availability of large-scale video datasets and the advances of diffusion models, text-
driven video generation has achieved substantial progress. However, existing video …

Evaluating and improving compositional text-to-visual generation

B Li, Z Lin, D Pathak, J Li, Y Fei, K Wu… - Proceedings of the …, 2024 - openaccess.thecvf.com
While text-to-visual models now produce photo-realistic images and videos they struggle
with compositional text prompts involving attributes relationships and higher-order …