most citedTeach YOLO to Remember: A Self-Distillation Approach for Continual Object Detection

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cs.CV2025★ 1 cited

Teach YOLO to Remember: A Self-Distillation Approach for Continual Object Detection

Riccardo De Monte, Davide Dalle Pezze, Gian Antonio Susto

Real-time object detectors like YOLO achieve exceptional performance when trained on large datasets for multiple epochs. However, in real-world scenarios where data arrives increme…

cs.CV2024

Replay Consolidation with Label Propagation for Continual Object Detection

Riccardo De Monte, Davide Dalle Pezze, Marina Ceccon +5

Continual Learning (CL) aims to learn new data while remembering previously acquired knowledge. In contrast to CL for image classification, CL for Object Detection faces additional…