2026
Incremental Object Detection via Future-Aware Decoupled Cross-Head Distillation
CVPR 2026
Incremental Object Detection (IOD) enables AI systems to continuously acquire new object classes while preserving knowledge of previously learned ones, an ability essential for deployment in dynamic, real-world environments. Existing IOD methods typically rely on knowledge distillation to mitigate c