Dataset
- LEMMA: LEarning Multi-agent Multi-task Activities dataset (ECCV 2020)
- Machine-Number-Sense-Dataset (AAAI 2020)
- RAVEN-10000 Dataset (CVPR 2019)
- Inferring Hidden Statuses and Actions in Video by Causal Reasoning (CVPR 2017 Workshop)
- UCLA Human-Human-Object Interaction Dataset (IJCAI 2016)
- Watertight Scene Dataset (CVPR 2016)
- UCLA Aerial Event Dataset (CVPR 2015)
- Parking-Lot Dataset (ECCV 2014)
- Concurrent Action Dataset (ICCV 2013)
- Multiview 3D Event Dataset (ICCV 2013)
- Coseg-Rep dataset (ICCV 2013)
- UCLA Courtyard dataset (ECCV 2012)
- UCLA 3D car dataset (CVPR 2012)
- Learning Reconfigurable Scene Representation by Tangram Model (WACV 2012)
- Unsupervised Learning of Event AND-OR Grammar and Semantics from Video (ICCV 2011)
- LHI 15-class Dataset (2011)
- LHI Interactive Segmentation Benchmark (ACM MM 2010)
- I2T: Image Parsing to Text Generation (IEEE 2010)
- LHI Large-scale Grountruth Image Database
- Flow Mosaicking: Real-time Pedestrian Counting without Scene-specific Learning (CVPR 2009)
Code and Software
- LEMMA: A Multi-view Dataset for LEarning Multi-agent Multi-task Activities (ECCV 2020)
- Human-Robot Interaction in a Shared Augmented Reality Workspace (IROS 2020)
- Graph-based Hierarchical Knowledge Representation for Robot Task Transfer from Virtual to Physical World (IROS 2020)
- Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning (AAAI 2020)
- Theory-based Causal Transfer: Integrating Instance-level Induction and Abstract-level Structure Learning (AAAI 2020)
- Learning Perceptual Inference by Contrasting (NeurIPS 2019)
- Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense (ICCV 2019)
- VRGym: A Virtual Testbed for Physical and Interactive AI (TURC 2019)
- Learning Virtual Grasp with Failed Demonstrations via Bayesian Inverse Reinforcement Learning (IROS 2019)
- RAVEN: A Dataset for Relational and Analogical Visual rEasoNing (CVPR 2019)
- High-Fidelity Grasping in Virtual Reality using a Glove-based System (ICRA 2019)
- Self-Supervised Incremental Learning for Sound Source Localization in Complex Indoor Environment (ICRA 2019)
- MetaStyle: Three-Way Trade-Off Among Speed, Flexibility and Quality in Neural Style Transfer (AAAI 2019)
- Human Causal Transfer: Challenges for Deep Reinforcement Learning (CogSci 2018)
- Cooperative Holisctic Scene Understanding: Unifying 3D Object, Layout, and Camera Pose Estimation (NeurIPS 2018)
- Holistic 3D Scene Parsing and Reconstruction from a Single RGB Image (ECCV 2018)
- Human-centric Indoor Scene Synthesis Using Stochastic Grammar (CVPR 2018)
- Interactive Robot Knowledge Patching using Augmented Reality (ICRA 2018)
- Unsupervised Learning using Hierarchical Models for Hand-Object Interactions (ICRA 2018)
- Intent-aware Multi-agent Reinforcement Learning (ICRA 2018)
- Predicting Human Activities Using Stochastic Grammar (ICCV 2017)
- Inferring Hidden Statuses and Actions in Video by Causal Reasoning (CVPR 2017 Workshop)
- Feeling the Force: Integrating Force and Pose for Fluent Discovery through Imitation Learning to Open Medicine Bottles (IROS 2017)
- A Glove-based System for Studying Hand-Object Manipulation via Joint Pose and Force Sensing (IROS 2017)
- A Virtual Reality Platform for Dynamic Human-Scene Interaction (SIGGRAPH Asia 2016 Workshop)
- Human mesh reconstruction pipeline from Kinect skeleton data (CVPR 2016)
- FEM simulation for inferring forces during human-scene interactions (CVPR 2016)
- Kinect v2 Toolbox (CVPR 2015)
- Integrating Context and Occlusion for Car Detection by Hierarchical And-Or Model (ECCV 2014)
- Cosegmentation and Cosketch by Unsupervised Learning (ICCV 2013)
- Unsupervised Structure Learning of Stochastic And-Or Grammars (NIPS 2013)
- Integrating Grammar and Segmentation for Human Pose Estimation (CVPR 2013)
- Learning 3D Object Templates by Hierarchical Quantization of Geometry and Appearance Spaces (CVPR 2012)
- Learning Reconfigurable Scene Representation by Tangram Model (WACV 2012)
- Image Representation by Active Curves (ICCV 2011)
- Learning hybrid image templates by information projection (IEEE TPAMI 2011)
- Active Basis (IJCV 2010)
- Sisley the Abstract Painter (NPAR 2010)
- Object Representation for View Invariant Recognition (CVPR 2010)
- CO3 for Ultra-fast and Accurate Interactive Segmentation (ACM MM 2010)
- Wavelet, Active Basis, and Shape Script ---- A Tour in the Sparse Land (MIR 2010)
- Animated Templates with HMM Model
- Swendseon-Wang Cut algorithm
- Primal Sketch
- DDMCMC Image Segmentation(ICCV 2002)
- Image Segmentation by Generalized SW-cuts(IEEE PAMI 2002)
Tutorial
- Parallel Coding (by UCLA IDRE)
- SIG-12: Tutorial on Stochastic Image Grammars for Object, Scence and Event Understanding
- ICCV'05 Tutorial: Markov Chain Monte Carlo for Computer Vision
- Texture