| 2025 | CVPR | Let Humanoids Hike! Integrative Skill Development on Complex Trails. | Kwan-Yee Lin, Stella X. Yu |
| 2025 | CVPR | Open Ad-hoc Categorization with Contextualized Feature Learning. | Zilin Wang, Sangwoo Mo, Stella X. Yu, Sima Behpour, Liu Ren |
| 2025 | ICLR | Visually Consistent Hierarchical Image Classification. | Seulki Park, Youren Zhang, Stella X. Yu, Sara Beery, Jonathan Huang |
| 2025 | ICML | Test-Time Canonicalization by Foundation Models for Robust Perception. | Utkarsh Singhal, Ryan Feng, Stella X. Yu, Atul Prakash |
| 2024 | CVPR | Unsupervised Feature Learning with Emergent Data-Driven Prototypicality. | Yunhui Guo, Youren Zhang, Yubei Chen, Stella X. Yu |
| 2024 | ECCV | Pose-Aware Self-supervised Learning with Viewpoint Trajectory Regularization. | Jiayun Wang, Yubei Chen, Stella X. Yu |
| 2024 | ICLR | Learning Hierarchical Image Segmentation For Recognition and By Recognition. | Tsung-Wei Ke, Sangwoo Mo, Stella X. Yu |
| 2024 | MICCAI | SkinCON: Towards Consensus for the Uncertainty of Skin Cancer Sub-typing Through Distribution Regularized Adaptive Predictive Sets (DRAPS). | Zhihang Ren, Yunqi Li, Xinyu Li, Xinrong Xie, Erik P. Duhaime, Kathy Fang, Tapabrata Chakraborti, Yunhui Guo, Stella X. Yu, David Whitney |
| 2024 | WACV | Zero-shot Building Attribute Extraction from Large-Scale Vision and Language Models. | Fei Pan, Sangryul Jeon, Brian Wang, Frank McKenna, Stella X. Yu |
| 2024 | WACV | VEATIC: Video-based Emotion and Affect Tracking in Context Dataset. | Zhihang Ren, Jefferson Ortega, Yifan Wang, Zhimin Chen, Yunhui Guo, Stella X. Yu, David Whitney |
| 2023 | CVPR | Cut and Learn for Unsupervised Object Detection and Instance Segmentation. | Xudong Wang, Rohit Girdhar, Stella X. Yu, Ishan Misra |
| 2023 | CVPR | Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping. | Long Lian, Zhirong Wu, Stella X. Yu |
| 2023 | ICCV | Learning to Transform for Generalizable Instance-wise Invariance. | Utkarsh Singhal, Carlos Esteves, Ameesh Makadia, Stella X. Yu |
| 2023 | IROS | The Audio-Visual BatVision Dataset for Research on Sight and Sound. | Amandine Brunetto, Sascha Hornauer, Stella X. Yu, Fabien Moutarde |
| 2023 | WACV | Compact and Optimal Deep Learning with Recurrent Parameter Generators. | Jiayun Wang, Yubei Chen, Stella X. Yu, Brian Cheung, Yann LeCun |
| 2022 | CVPR | CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic Data. | Yunhui Guo, Haoran Guo, Stella X. Yu |
| 2022 | CVPR | Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers. | Yunhui Guo, Xudong Wang, Yubei Chen, Stella X. Yu |
| 2022 | CVPR | Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers. | Tsung-Wei Ke, Jyh-Jing Hwang, Yunhui Guo, Xudong Wang, Stella X. Yu |
| 2022 | CVPR | Co-domain Symmetry for Complex-Valued Deep Learning. | Utkarsh Singhal, Yifei Xing, Stella X. Yu |
| 2022 | CVPR | Debiased Learning from Naturally Imbalanced Pseudo-Labels. | Xudong Wang, Zhirong Wu, Long Lian, Stella X. Yu |
| 2022 | ECCV | Unsupervised Scene Sketch to Photo Synthesis. | Jiayun Wang, Sangryul Jeon, Stella X. Yu, Xi Zhang, Himanshu Arora, Yu Lou |
| 2022 | ECCV | Unsupervised Selective Labeling for More Effective Semi-supervised Learning. | Xudong Wang, Long Lian, Stella X. Yu |
| 2022 | ECCV | 3D Shape Reconstruction from Free-Hand Sketches. | Jiayun Wang, Jierui Lin, Qian Yu, Runtao Liu, Yubei Chen, Stella X. Yu |
| 2022 | IJCNN | Complex-valued Butterfly Transform for Efficient Hyperspectral Image Processing. | Utkarsh Singhal, Stella X. Yu |
| 2021 | AAAI | Tied Block Convolution: Leaner and Better CNNs with Shared Thinner Filters. | Xudong Wang, Stella X. Yu |
| 2021 | CHASE | Improve Image-based Skin Cancer Diagnosis with Generative Self-Supervised Learning. | Zhihang Ren, Yunhui Guo, Stella X. Yu, David Whitney |
| 2021 | CVPR | Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination. | Xudong Wang, Ziwei Liu, Stella X. Yu |
| 2021 | CVPR | Unsupervised Visual Attention and Invariance for Reinforcement Learning. | Xudong Wang, Long Lian, Stella X. Yu |
| 2021 | ICASSP | Unsupervised Discriminative Learning of Sounds for Audio Event Classification. | Sascha Hornauer, Ke Li, Stella X. Yu, Shabnam Ghaffarzadegan, Liu Ren |
| 2021 | ICLR | Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning. | Tsung-Wei Ke, Jyh-Jing Hwang, Stella X. Yu |
| 2021 | ICLR | Long-tailed Recognition by Routing Diverse Distribution-Aware Experts. | Xudong Wang, Long Lian, Zhongqi Miao, Ziwei Liu, Stella X. Yu |
| 2021 | MICCAI | Memory-Efficient Learning for High-Dimensional MRI Reconstruction. | Ke Wang, Michael R. Kellman, Christopher M. Sandino, Kevin Zhang, Shreyas S. Vasanawala, Jonathan I. Tamir, Stella X. Yu, Michael Lustig |
| 2020 | CVPR | Open Compound Domain Adaptation. | Ziwei Liu, Zhongqi Miao, Xingang Pan, Xiaohang Zhan, Dahua Lin, Stella X. Yu, Boqing Gong |
| 2020 | CVPR | C-SURE: Shrinkage Estimator and Prototype Classifier for Complex-Valued Deep Learning. | Rudrasis Chakraborty, Yifei Xing, Minxuan Duan, Stella X. Yu |
| 2020 | CVPR | Orthogonal Convolutional Neural Networks. | Jiayun Wang, Yubei Chen, Rudrasis Chakraborty, Stella X. Yu |
| 2020 | ECCV | Unsupervised Sketch to Photo Synthesis. | Runtao Liu, Qian Yu, Stella X. Yu |
| 2020 | ICRA | BatVision: Learning to See 3D Spatial Layout with Two Ears. | Jesper Haahr Christensen, Sascha Hornauer, Stella X. Yu |
| 2019 | CVPR | Large-Scale Long-Tailed Recognition in an Open World. | Ziwei Liu, Zhongqi Miao, Xiaohang Zhan, Jiayun Wang, Boqing Gong, Stella X. Yu |
| 2019 | CVPR | Sur-Real: Frechet Mean and Distance Transform for Complex-Valued Deep Learning. | Rudrasis Chakraborty, Jiayun Wang, Stella X. Yu |
| 2019 | CVPR | Driving Scene Retrieval by Example from Large-Scale Data. | Sascha Hornauer, Baladitya Yellapragada, Arian Ranjbar, Stella X. Yu |
| 2019 | CVPR | Adversarial Structure Matching for Structured Prediction Tasks. | Jyh-Jing Hwang, Tsung-Wei Ke, Jianbo Shi, Stella X. Yu |
| 2019 | CVPR | Visual Similarity from Optimizing Feature and Memory On A Hypersphere. | Xinlei Pan, Rudrasis Chakraborty, Stella X. Yu |
| 2019 | ICCV | SegSort: Segmentation by Discriminative Sorting of Segments. | Jyh-Jing Hwang, Stella X. Yu, Jianbo Shi, Maxwell D. Collins, Tien-Ju Yang, Xiao Zhang, Liang-Chieh Chen |
| 2018 | CVPR | Unsupervised Feature Learning via Non-Parametric Instance Discrimination. | Zhirong Wu, Yuanjun Xiong, Stella X. Yu, Dahua Lin |
| 2018 | ECCV | Imitation Learning of Path-Planned Driving Using Disparity-Depth Images. | Sascha Hornauer, Karl Zipser, Stella X. Yu |
| 2018 | ECCV | Adaptive Affinity Fields for Semantic Segmentation. | Tsung-Wei Ke, Jyh-Jing Hwang, Ziwei Liu, Stella X. Yu |
| 2018 | ECCV | Improving Generalization via Scalable Neighborhood Component Analysis. | Zhirong Wu, Alexei A. Efros, Stella X. Yu |
| 2018 | ECCV | Motion Selectivity of Neurons in Self-driving Networks. | Baladitya Yellapragada, Alexander Anderson, Stella X. Yu, Karl Zipser |
| 2017 | CVPR | Convolutional Random Walk Networks for Semantic Image Segmentation. | Gedas Bertasius, Lorenzo Torresani, Stella X. Yu, Jianbo Shi |
| 2017 | CVPR | Multigrid Neural Architectures. | Tsung-Wei Ke, Michael Maire, Stella X. Yu |
| 2017 | CVPR | Learning Non-Lambertian Object Intrinsics Across ShapeNet Categories. | Jian Shi, Yue Dong, Hao Su, Stella X. Yu |
| 2017 | ICCV | Unsupervised Learning of Important Objects from First-Person Videos. | Gedas Bertasius, Hyun Soo Park, Stella X. Yu, Jianbo Shi |
| 2017 | ICCV | Am I a Baller? Basketball Performance Assessment from First-Person Videos. | Gedas Bertasius, Hyun Soo Park, Stella X. Yu, Jianbo Shi |
| 2017 | ICIP | Mooney face classification and prediction by learning across tone. | Tsung-Wei Ke, Stella X. Yu, David Whitney |
| 2017 | ICIP | Ground2sky label transfer for fine-grained aerial car recognition. | Baochen Sun, Xingchao Peng, Stella X. Yu, Kate Saenko |
| 2017 | ICIP | Better than real: Complex-valued neural nets for MRI fingerprinting. | Patrick Virtue, Stella X. Yu, Michael Lustig |
| 2016 | CVPR | Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding. | Michael Maire, Takuya Narihira, Stella X. Yu |
| 2016 | ICIP | Fine-to-coarse knowledge transfer for low-res image classification. | Xingchao Peng, Judy Hoffman, Stella X. Yu, Kate Saenko |
| 2015 | CVPR | Learning lightness from human judgement on relative reflectance. | Takuya Narihira, Michael Maire, Stella X. Yu |
| 2015 | CVPR | FlowWeb: Joint image set alignment by weaving consistent, pixel-wise correspondences. | Tinghui Zhou, Yong Jae Lee, Stella X. Yu, Alexei A. Efros |
| 2015 | ICCV | Direct Intrinsics: Learning Albedo-Shading Decomposition by Convolutional Regression. | Takuya Narihira, Michael Maire, Stella X. Yu |
| 2014 | ACCV | Reconstructive Sparse Code Transfer for Contour Detection and Semantic Labeling. | Michael Maire, Stella X. Yu, Pietro Perona |
| 2013 | BMVC | Hierarchical Scene Annotation. | Michael Maire, Stella X. Yu, Pietro Perona |
| 2013 | ICCV | Progressive Multigrid Eigensolvers for Multiscale Spectral Segmentation. | Michael Maire, Stella X. Yu |
| 2012 | CVPR | Power SVM: Generalization with exemplar classification uncertainty. | Weiyu Zhang, Stella X. Yu, Shang-Hua Teng |
| 2011 | ICCV | Object detection and segmentation from joint embedding of parts and pixels. | Michael Maire, Stella X. Yu, Pietro Perona |
| 2010 | CVPR | Finding dots: Segmentation as popping out regions from boundaries. | Elena Bernardis, Stella X. Yu |
| 2010 | CVPR | Structural correspondence as a contour grouping problem. | Elena Bernardis, Stella X. Yu |
| 2010 | CVPR | Indoor-outdoor classification with human accuracies: Image or edge gist? | Christina Pavlopoulou, Stella X. Yu |
| 2010 | ICIP | Classification and feature selection with human performance data. | Christina Pavlopoulou, Stella X. Yu |
| 2010 | MICCAI | Segmentation Subject to Stitching Constraints: Finding Many Small Structures in a Large Image. | Elena Bernardis, Stella X. Yu |
| 2009 | CVPR | Linear solution to scale and rotation invariant object matching. | Hao Jiang, Stella X. Yu |
| 2009 | CVPR | Angular embedding: From jarring intensity differences to perceived luminance. | Stella X. Yu |
| 2009 | ISVC | A Unifying View of Contour Length Bias Correction. | Christina Pavlopoulou, Stella X. Yu |
| 2009 | ISVC | Edge-Preserving Laplacian Pyramid. | Stella X. Yu |
| 2009 | ISVC | Image Compression Based on Visual Saliency at Individual Scales. | Stella X. Yu, Dimitri A. Lisin |
| 2008 | CVPR | Inferring spatial layout from a single image via depth-ordered grouping. | Stella X. Yu, Hao Zhang, Jitendra Malik |
| 2005 | CVPR | Segmentation Induced by Scale Invariance. | Stella X. Yu |
| 2004 | CVPR | Segmentation Using Multiscale Cues. | Stella X. Yu |
| 2003 | CVPR | Object-Specific Figure-Ground Segregation. | Stella X. Yu, Jianbo Shi |
| 2003 | ICCV | Multiclass Spectral Clustering. | Stella X. Yu, Jianbo Shi |
| 2001 | CVPR | Understanding Popout through Repulsion. | Stella X. Yu, Jianbo Shi |
| 2001 | ICCV | Segmentation with Pairwise Attraction and Repulsion. | Stella X. Yu, Jianbo Shi |