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Recent advancements in text-to-image (T2I) generation have enabled models to produce high-quality images from textual descriptions. However, these models often struggle with complex instructions involving multiple objects, attributes, and…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Yucheng Zhou , Jiahao Yuan , Qianning Wang

The objective of text-to-image (T2I) personalization is to customize a diffusion model to a user-provided reference concept, generating diverse images of the concept aligned with the target prompts. Conventional methods representing the…

计算机视觉与模式识别 · 计算机科学 2024-04-24 Jisu Nam , Heesu Kim , DongJae Lee , Siyoon Jin , Seungryong Kim , Seunggyu Chang

With the advance of text-to-image (T2I) diffusion models (e.g., Stable Diffusion) and corresponding personalization techniques such as DreamBooth and LoRA, everyone can manifest their imagination into high-quality images at an affordable…

计算机视觉与模式识别 · 计算机科学 2024-02-09 Yuwei Guo , Ceyuan Yang , Anyi Rao , Zhengyang Liang , Yaohui Wang , Yu Qiao , Maneesh Agrawala , Dahua Lin , Bo Dai

Story visualization aims to generate a sequence of images to narrate each sentence in a multi-sentence story, where the images should be realistic and keep global consistency across dynamic scenes and characters. Current works face the…

计算机视觉与模式识别 · 计算机科学 2022-11-15 Bowen Li , Thomas Lukasiewicz

We propose EditIDv2, a tuning-free solution specifically designed for high-complexity narrative scenes and long text inputs. Existing character editing methods perform well under simple prompts, but often suffer from degraded editing…

计算机视觉与模式识别 · 计算机科学 2025-09-09 Guandong Li , Zhaobin Chu

Recent text-to-image (T2I) models have benefited from large-scale and high-quality data, demonstrating impressive performance. However, these T2I models still struggle to produce images that are aesthetically pleasing, geometrically…

计算机视觉与模式识别 · 计算机科学 2024-03-28 Jianshu Guo , Wenhao Chai , Jie Deng , Hsiang-Wei Huang , Tian Ye , Yichen Xu , Jiawei Zhang , Jenq-Neng Hwang , Gaoang Wang

Recent advancements in video generation, particularly in diffusion models, have driven notable progress in text-to-video (T2V) and image-to-video (I2V) synthesis. However, challenges remain in effectively integrating dynamic motion signals…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Ziye Li , Hao Luo , Xincheng Shuai , Henghui Ding

Recent advances in Text-to-Video generation (T2V) have achieved remarkable success in synthesizing high-quality general videos from textual descriptions. A largely overlooked problem in T2V is that existing models have not adequately…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Shenghai Yuan , Jinfa Huang , Yujun Shi , Yongqi Xu , Ruijie Zhu , Bin Lin , Xinhua Cheng , Li Yuan , Jiebo Luo

Synthesizing motion-rich and temporally consistent videos remains a challenge in artificial intelligence, especially when dealing with extended durations. Existing text-to-video (T2V) models commonly employ spatial cross-attention for text…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Jiasong Feng , Ao Ma , Jing Wang , Ke Cao , Zhanjie Zhang

Despite remarkable progress in Text-to-Image models, many real-world applications require generating coherent image sets with diverse consistency requirements. Existing consistent methods often focus on a specific domain with specific…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Chengyou Jia , Xin Shen , Zhuohang Dang , Zhuohang Dang , Changliang Xia , Weijia Wu , Xinyu Zhang , Hangwei Qian , Ivor W. Tsang , Minnan Luo

Computational visual storytelling produces a textual description of events and interpretations depicted in a sequence of images. These texts are made possible by advances and cross-disciplinary approaches in natural language processing,…

计算与语言 · 计算机科学 2018-07-24 Stephanie M. Lukin , Reginald Hobbs , Clare R. Voss

Generating large-scale multi-character interactions is a challenging and important task in character animation. Multi-character interactions involve not only natural interactive motions but also characters coordinated with each other for…

图形学 · 计算机科学 2025-05-21 Ziyi Chang , He Wang , George Alex Koulieris , Hubert P. H. Shum

Existing text-to-image (T2I) diffusion models usually struggle in interpreting complex prompts, especially those with quantity, object-attribute binding, and multi-subject descriptions. In this work, we introduce a semantic panel as the…

计算机视觉与模式识别 · 计算机科学 2024-04-10 Yutong Feng , Biao Gong , Di Chen , Yujun Shen , Yu Liu , Jingren Zhou

The advent of AI-Generated Content (AIGC) has spurred research into automated video generation to streamline conventional processes. However, automating storytelling video production, particularly for customized narratives, remains…

计算机视觉与模式识别 · 计算机科学 2024-11-12 Panwen Hu , Jin Jiang , Jianqi Chen , Mingfei Han , Shengcai Liao , Xiaojun Chang , Xiaodan Liang

Text-to-image (T2I) models are capable of generating visually impressive images, yet they often fail to accurately capture specific attributes in user prompts, such as the correct number of objects with the specified colors. The diversity…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Kevin David Hayes , Micah Goldblum , Vikash Sehwag , Gowthami Somepalli , Ashwinee Panda , Tom Goldstein

Text-to-image (T2I) models offer great potential for creating virtually limitless synthetic data, a valuable resource compared to fixed and finite real datasets. Previous works evaluate the utility of synthetic data from T2I models on three…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Zhang Xiaofeng , Aaron Courville , Michal Drozdzal , Adriana Romero-Soriano

We propose a zero-shot approach for generating consistent videos of animated characters based on Text-to-Image (T2I) diffusion models. Existing Text-to-Video (T2V) methods are expensive to train and require large-scale video datasets to…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Abdelrahman Eldesokey , Peter Wonka

An NLP model that understands stories should be able to understand the characters in them. To support the development of neural models for this purpose, we construct a benchmark, Story2Personality. The task is to predict a movie character's…

人工智能 · 计算机科学 2022-10-21 Yisi Sang , Xiangyang Mou , Mo Yu , Dakuo Wang , Jing Li , Jeffrey Stanton

In the text-to-image generation field, recent remarkable progress in Stable Diffusion makes it possible to generate rich kinds of novel photorealistic images. However, current models still face misalignment issues (e.g., problematic spatial…

计算机视觉与模式识别 · 计算机科学 2023-08-15 Leigang Qu , Shengqiong Wu , Hao Fei , Liqiang Nie , Tat-Seng Chua

AI-driven image generation has improved significantly in recent years. Generative adversarial networks (GANs), like StyleGAN, are able to generate high-quality realistic data and have artistic control over the output, as well. In this work,…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Mohamed Shawky Sabae , Mohamed Ahmed Dardir , Remonda Talaat Eskarous , Mohamed Ramzy Ebbed