Multi-Agent Behavior:
Representation, Modeling, Measurement, and Applications
CVPR 2022
Accepted papers to MABe 2022 can be accessed here.
Low-Loss Subspace Compression for Clean Gains against Multi-Agent Backdoor Attacks [pdf]
Siddhartha Datta (University of Oxford), Nigel Shadbolt (University of Oxford)
Exploring Map-based Features for Efficient Attention-based Vehicle Motion Prediction [pdf]
Carlos Gómez-Huélamo (University of Alcalá), Marcos V Conde (University of Würzburg), Miguel Eduardo Ortiz (University of Alcalá)
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning [pdf]
Chenxin Xu (Shanghai Jiao Tong University), Maosen Li (Cooperative Medianet Innovation Center, Shanghai Jiao Tong University), Zhenyang Ni (Shanghai Jiao Tong University), Ya Zhang (Cooperative Medianet Innovation Center, Shang hai Jiao Tong University), Siheng Chen (Shanghai Jiao Tong University)
NOPA: Neurally-guided Online Probabilistic Assistance [pdf]
Xavier Puig (MIT), Tianmin Shu (MIT), Joshua Tenenbaum (MIT), Antonio Torralba (MIT)
Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis [pdf]
Albert Tseng (Caltech), Jennifer J. Sun (Caltech), Yisong Yue (Caltech)
Supervised, semi-supervised, or unsupervised methods to quantify behaviour [pdf]
Yuanyuan Zhao
DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse Motion [pdf]
Peize Sun (The University of Hong Kong), Jinkun Cao (Carnegie Mellon University), Yi Jiang (Bytedance), Zehuan Yuan (Bytedance.Inc), Song Bai (University of Oxford), Kris Kitani (Carnegie Mellon University), Ping Luo (The University of Hong Kong)
Learning Behavior Representations through Multi-Timescale Bootstrapping [pdf]
Mehdi Azabou (Georgia Institute of Technology), Michael Mendelson (Georgia Institute of Technology), Maks Sorokin (Georgia Institute of Technology), Shantanu Thakoor (DeepMind), Nauman Ahad (Georgia Institute of Technology), Carolina Urzay (Georgia Institute of Technology), Eva Dyer (Georgia Institute of Technology)
Second place solution to Mouse Triplets track of the MABe 2022 challenge [pdf]
Edward C Hayes