SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection

Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) — Highlight, 2024

Authors. J. Kim, H. Cho, J. Kim, Y. Y. Tiruneh, S. Baek.

Venue. CVPR 2024 — Highlight (top 2.8%; 324 / 11,532 submissions).

Paper. arXiv:2402.17323

Summary.

  • Proposes a generative replay strategy using Stable Diffusion to mitigate catastrophic forgetting in class-incremental object detection.
  • Selected as a CVPR 2024 Highlight (top 2.8% of accepted papers).