Projects
Research projects, curated surveys, and open resources around agentic visual reasoning and anomaly understanding.
Awesome Thinking with VAD
Reasoning-centric video anomaly understanding
A curated collection of papers, datasets, and resources tracking the shift from frame-level video anomaly detection to LLM/VLM-enabled anomaly understanding.
Awesome Thinking with PI
Perception and interaction for visual reasoning
A structured resource map for visual reasoning, perception-driven interaction, tool-augmented multimodal reasoning, and embodied intelligence.
A2Seek
Reasoning-centric benchmark for aerial anomaly understanding
A benchmark and project page for active evidence acquisition and reasoning-centric aerial anomaly understanding.
NexusAD
Corner-case perception and comprehension for autonomous driving
A multimodal autonomous driving corner-case comprehension project built around perception, explanation, and scenario understanding.