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Semantic scene understanding is crucial for robotics and computer vision applications. In autonomous driving, 3D semantic segmentation plays an important role for enabling safe navigation. Despite significant advances in the field, the…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Lucas Nunes , Rodrigo Marcuzzi , Jens Behley , Cyrill Stachniss

This paper proposes a novel framework for generating lingual descriptions of indoor scenes. Whereas substantial efforts have been made to tackle this problem, previous approaches focusing primarily on generating a single sentence for each…

计算机视觉与模式识别 · 计算机科学 2015-03-03 Dahua Lin , Chen Kong , Sanja Fidler , Raquel Urtasun

Multi-person interactive motion generation, a critical yet under-explored domain in computer character animation, poses significant challenges such as intricate modeling of inter-human interactions beyond individual motions and generating…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Boyuan Li , Xihua Wang , Ruihua Song , Wenbing Huang

Forecasting long-term 3D human motion is challenging: the stochasticity of human behavior makes it hard to generate realistic human motion from the input sequence alone. Information on the scene environment and the motion of nearby people…

计算机视觉与模式识别 · 计算机科学 2024-09-19 Felix B Mueller , Julian Tanke , Juergen Gall

Controlling the manner in which a character moves in a real-time animation system is a challenging task with useful applications. Existing style transfer systems require access to a reference content motion clip, however, in real-time…

图形学 · 计算机科学 2022-01-13 Ian Mason , Sebastian Starke , Taku Komura

Human-Scene Interaction (HSI) seeks to generate realistic human behaviors within complex environments, yet it faces significant challenges in handling long-horizon, high-level tasks and generalizing to unseen scenes. To address these…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Lingzhou Mu , Qiang Wang , Fan Jiang , Mengchao Wang , Yaqi Fan , Mu Xu , Kai Zhang

We present a new method for text-driven motion transfer - synthesizing a video that complies with an input text prompt describing the target objects and scene while maintaining an input video's motion and scene layout. Prior methods are…

计算机视觉与模式识别 · 计算机科学 2023-12-05 Danah Yatim , Rafail Fridman , Omer Bar-Tal , Yoni Kasten , Tali Dekel

Language-guided human motion synthesis has been a challenging task due to the inherent complexity and diversity of human behaviors. Previous methods face limitations in generalization to novel actions, often resulting in unrealistic or…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Yuanhao Zhai , Mingzhen Huang , Tianyu Luan , Lu Dong , Ifeoma Nwogu , Siwei Lyu , David Doermann , Junsong Yuan

Motion synthesis for diverse object categories holds great potential for 3D content creation but remains underexplored due to two key challenges: (1) the lack of comprehensive motion datasets that include a wide range of high-quality…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Wonkwang Lee , Jongwon Jeong , Taehong Moon , Hyeon-Jong Kim , Jaehyeon Kim , Gunhee Kim , Byeong-Uk Lee

Recent text-to-image generation methods provide a simple yet exciting conversion capability between text and image domains. While these methods have incrementally improved the generated image fidelity and text relevancy, several pivotal…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Oran Gafni , Adam Polyak , Oron Ashual , Shelly Sheynin , Devi Parikh , Yaniv Taigman

Recent advances in generative motion synthesis have enabled the production of realistic human motions from diverse input modalities. However, synthesizing compound actions from texts, which integrate multiple concurrent actions into…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Yue Jiang , Mingyu Yang , Liuyuxin Yang , Yang Xu , Bingxin Yun , Yuhe Zhang

Generative models in Autonomous Driving (AD) enable diverse scene creation, yet existing methods fall short by only capturing a limited range of modalities, restricting the capability of generating controllable scenes for comprehensive…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Yanhao Wu , Haoyang Zhang , Tianwei Lin , Lichao Huang , Shujie Luo , Rui Wu , Congpei Qiu , Wei Ke , Tong Zhang

Speech-driven 3D motion synthesis seeks to create lifelike animations based on human speech, with potential uses in virtual reality, gaming, and the film production. Existing approaches reply solely on speech audio for motion generation,…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Wenshuo Peng , Kaipeng Zhang , Sai Qian Zhang

We propose a real-time method for reactive motion synthesis based on the known trajectory of input character, predicting instant reactions using only historical, user-controlled motions. Our method handles the uncertainty of future…

图形学 · 计算机科学 2025-07-15 Xiaotang Zhang , Ziyi Chang , Qianhui Men , Hubert Shum

Human motion generation has shown great advances thanks to the recent diffusion models trained on large-scale motion capture data. Most of existing works, however, currently target animation of isolated people in empty scenes. Meanwhile,…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Yangsong Zhang , Abdul Ahad Butt , Gül Varol , Ivan Laptev

Recently, diffusion-based image generation methods are credited for their remarkable text-to-image generation capabilities, while still facing challenges in accurately generating multilingual scene text images. To tackle this problem, we…

计算机视觉与模式识别 · 计算机科学 2023-12-20 Lingjun Zhang , Xinyuan Chen , Yaohui Wang , Yue Lu , Yu Qiao

Recent breakthroughs in text-guided image generation have led to remarkable progress in the field of 3D synthesis from text. By optimizing neural radiance fields (NeRF) directly from text, recent methods are able to produce remarkable…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Dana Cohen-Bar , Elad Richardson , Gal Metzer , Raja Giryes , Daniel Cohen-Or

Recent progress on physics-based character animation has shown impressive breakthroughs on human motion synthesis, through imitating motion capture data via deep reinforcement learning. However, results have mostly been demonstrated on…

计算机视觉与模式识别 · 计算机科学 2020-12-17 Yu-Wei Chao , Jimei Yang , Weifeng Chen , Jia Deng

In computer vision, human pose synthesis and transfer deal with probabilistic image generation of a person in a previously unseen pose from an already available observation of that person. Though researchers have recently proposed several…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Prasun Roy , Subhankar Ghosh , Saumik Bhattacharya , Umapada Pal , Michael Blumenstein

Image synthesis driven by computer graphics achieved recently a remarkable realism, yet synthetic image data generated this way reveals a significant domain gap with respect to real-world data. This is especially true in autonomous driving…

计算机视觉与模式识别 · 计算机科学 2023-03-16 Artem Savkin , Rachid Ellouze , Nassir Navab , Federico Tombari