Knowledge Distillation: CVPR2020 Oral, Revisiting Knowledge Distillation via Label Smoothing Regularization
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Updated
Feb 15, 2023 - Python
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teacher-free
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A novel teacher‑free distillation method that replaces live teacher inference with compact precomputed random projection teacher fingerprints, enabling storage-efficient, high-performance knowledge transfer and enhanced student training.
ml cosine-similarity random-projections knowledge-distillation distillation random-projection teacher-free efficient-ml
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May 26, 2026 - Python
A modular teacher-free self-distillation framework that enhances camera-only BEV 3D detectors through EMA-based spatial–temporal consistency and uncertainty-aware feedback without modifying inference-time architecture.
pytorch autonomous-driving knowledge-distillation ema bev 3d-detection nuscenes teacher-free self-distillation temporal-consistency camera-only mmdetection3d
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Feb 23, 2026 - Python
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