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We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the…

Computer Vision and Pattern Recognition · Computer Science 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

This paper uses the capabilities of latent diffusion models (LDMs) to generate realistic RGB human-object interaction scenes to guide humanoid loco-manipulation planning. To do so, we extract from the generated images both the contact…

Robotics · Computer Science 2025-04-24 Ilyass Taouil , Haizhou Zhao , Angela Dai , Majid Khadiv

Learning directly from human demonstration videos is a key milestone toward scalable and generalizable robot learning. Yet existing methods rely on intermediate representations such as keypoints or trajectories, introducing information loss…

Computer Vision and Pattern Recognition · Computer Science 2025-12-22 Yiren Song , Cheng Liu , Weijia Mao , Mike Zheng Shou

Suggesting complementary clothing items to compose an outfit is a process of emerging interest, yet it involves a fine understanding of fashion trends and visual aesthetics. Previous works have mainly focused on recommendation by scoring…

Computer Vision and Pattern Recognition · Computer Science 2023-04-18 Federico Becattini , Federico Maria Teotini , Alberto Del Bimbo

Humanoid robots can benefit from their similarity to the human shape by learning from humans. When humans teach other humans how to perform actions, they often demonstrate the actions, and the learning human imitates the demonstration to…

Robotics · Computer Science 2024-10-07 Josua Spisak , Matthias Kerzel , Stefan Wermter

Over the past years, fashion-related challenges have gained a lot of attention in the research community. Outfit generation and recommendation, i.e., the composition of a set of items of different types (e.g., tops, bottom, shoes,…

Information Retrieval · Computer Science 2022-11-30 Marjan Celikik , Matthias Kirmse , Timo Denk , Pierre Gagliardi , Sahar Mbarek , Duy Pham , Ana Peleteiro Ramallo

Recent advances in multi-modal vision and language tasks enable a new set of applications. In this paper, we consider the task of generating natural language fashion feedback on outfit images. We collect a unique dataset, which contains…

Machine Learning · Computer Science 2019-06-18 Gil Sadeh , Lior Fritz , Gabi Shalev , Eduard Oks

We present BootComp, a novel framework based on text-to-image diffusion models for controllable human image generation with multiple reference garments. Here, the main bottleneck is data acquisition for training: collecting a large-scale…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Yisol Choi , Sangkyung Kwak , Sihyun Yu , Hyungwon Choi , Jinwoo Shin

With the increasing prevalence and diversity of robots interacting in the real world, there is need for flexible, on-the-fly planning and cooperation. Large Language Models are starting to be explored in a multimodal setup for…

Robotics · Computer Science 2024-03-01 William Hunt , Toby Godfrey , Mohammad D. Soorati

Humans naturally obtain intuition about the interactions between and the stability of rigid objects by observing and interacting with the world. It is this intuition that governs the way in which we regularly configure objects in our…

Robotics · Computer Science 2025-03-20 Luzhe Sun , Takuma Yoneda , Samuel W. Wheeler , Tianchong Jiang , Matthew R. Walter

We propose Magic Clothing, a latent diffusion model (LDM)-based network architecture for an unexplored garment-driven image synthesis task. Aiming at generating customized characters wearing the target garments with diverse text prompts,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-25 Weifeng Chen , Tao Gu , Yuhao Xu , Chengcai Chen

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better…

Visualizing an outfit is an essential part of shopping for clothes. Due to the combinatorial aspect of combining fashion articles, the available images are limited to a pre-determined set of outfits. In this paper, we broaden these…

Computer Vision and Pattern Recognition · Computer Science 2019-08-26 Gökhan Yildirim , Nikolay Jetchev , Roland Vollgraf , Urs Bergmann

Soft robotics has emerged as a promising field with the potential to revolutionize industries such as healthcare and manufacturing. However, designing effective soft robots presents challenges, particularly in managing the complex interplay…

Robotics · Computer Science 2024-05-06 Wee Kiat Chan , PengWei Wang , Raye Chen-Hua Yeow

3D human generation from 2D images has achieved remarkable progress through the synergistic utilization of neural rendering and generative models. Existing 3D human generative models mainly generate a clothed 3D human as an undetectable 3D…

Computer Vision and Pattern Recognition · Computer Science 2023-08-21 Shoukang Hu , Fangzhou Hong , Tao Hu , Liang Pan , Haiyi Mei , Weiye Xiao , Lei Yang , Ziwei Liu

The association of a given human phenotype to a genetic variant remains a critical challenge for biology. We present a novel system called PhenoLinker capable of associating a score to a phenotype-gene relationship by using heterogeneous…

Machine learning practitioners often compare the results of different classifiers to help select, diagnose and tune models. We present Boxer, a system to enable such comparison. Our system facilitates interactive exploration of the…

Human-Computer Interaction · Computer Science 2020-04-20 Michael Gleicher , Aditya Barve , Xinyi Yu , Florian Heimerl

Safe and successful deployment of robots requires not only the ability to generate complex plans but also the capacity to frequently replan and correct execution errors. This paper addresses the challenge of long-horizon trajectory planning…

Robotics · Computer Science 2024-10-04 Zeyu Feng , Hao Luan , Kevin Yuchen Ma , Harold Soh

Achieving homophily, or association based on similarity, between a human user and a robot holds a promise of improved perception and task performance. However, no previous studies that address homophily via ethnic similarity with robots…

Computation and Language · Computer Science 2016-11-15 Maxim Makatchev , Reid Simmons , Majd Sakr , Micheline Ziadee

This paper presents a novel approach for guiding a Generative Adversarial Network trained on the FashionGen dataset to generate designs corresponding to target fashion styles. Finding the latent vectors in the generator's latent space that…

Neural and Evolutionary Computing · Computer Science 2022-04-05 Imke Grabe , Jichen Zhu , Manex Agirrezabal