single-stage detector

Baidu Tech Salon

Apr 7, 2023 · Artificial Intelligence

Ambiguity-Resistant Semi-supervised Learning (ARSL) for Single-stage Object Detection

ARSL, an ambiguity‑resistant semi‑supervised learning framework for single‑stage object detection, introduces Joint‑Confidence Estimation and Task‑Separation Assignment to resolve selection and assignment ambiguities in pseudo‑labels, thereby markedly improving pseudo‑label quality and achieving state‑of‑the‑art AP gains on COCO benchmarks.