Research

Multi-label Classification with Feature-aware Non-linear Label Space Transformation

Xin Li, Yuhong Guo

Interational Joint Conference on Artificial Intelligence (IJCAI), Buenos aires, Argentina, 2015

(AR=28.8%) [pdf]

Max-Margin Zero-Shot Learning for Multi-class Classification

Xin Li, Yuhong Guo

AI & Statistics (AISTATS), San Diego, CA, USA 2015

(AR=26.7%) [pdf]

Conditional Restricted Boltzmann Machines for Multi-label Learning with Incomplete Labels

Xin Li, Feipeng Zhao, Yuhong Guo

AI & Statistics (AISTATS), San Diego, CA, USA 2015

(AR=26.7%) [pdf]

Multi-level Adaptive Active Learning for Scene Classification

Xin Li, Yuhong Guo

European Conference on Computer Vision (ECCV), Zurich, Switzerland, 2014

(AR=26.7%) [pdf]

Bi-Directional Representation Learning for Multi-label Classification

Xin Li, Yuhong Guo

European Conference on Machine Learning (ECML), Nancy, France 2014

(AR=23.9%) [pdf]

Multi-label Image Classification with A Probabilistic Label Enhancement Model

Xin Li, Feipeng Zhao, Yuhong Guo

Uncertainty in Artificial Intelligence (UAI), Quebec City, Canada 2014

(AR=32%) [pdf]

Latent Semantic Representation Learning for Scene Classification

Xin Li, Yuhong Guo

International Conference on Machine Learning (ICML), Beijing, China 2014

(AR=25%) [pdf]

Active Learning with Multi-label SVM Classification

Xin Li, Yuhong Guo

International Joint Conference on Artificial Intelligence (IJCAI), Beijing, China 2013

(AR=28%, Oral=13.2%) [pdf][code]

Adaptive Active Learning for Image Classification

Xin Li, Yuhong Guo

Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, USA 2013

(AR=25.2%) [pdf][code]

An Object Co-occurrence Assisted Hierarchical Model for Scene Understanding

Xin Li, Yuhong Guo

British Machine Vision Conference (BMVC), Guildford, Surrey, UK 2012

(AR=24%, Oral=8%) [pdf|slides|video]