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Zuhao Liu

3 accepted papers

2023

Estimator Meets Equilibrium Perspective: A Rectified Straight Through Estimator for Binary Neural Networks Training

ICCV 2023poster

Binarization of neural networks is a dominant paradigm in neural networks compression. The pioneering work BinaryConnect uses Straight Through Estimator (STE) to mimic the gradients of the sign function, but it also causes the crucial inconsistency problem. Most of the previous methods design differ…

Cited by 19PDFcodeScholar
2023

Generating Anomalies for Video Anomaly Detection With Prompt-Based Feature Mapping

CVPR 2023poster

Anomaly detection in surveillance videos is a challenging computer vision task where only normal videos are available during training. Recent work released the first virtual anomaly detection dataset to assist real-world detection. However, an anomaly gap exists because the anomalies are bounded in…

Cited by 42SourcePDFScholar