Search Results for author: Ran Yang

Found 4 papers, 2 papers with code

Rethinking Feature-Based Knowledge Distillation for Face Recognition

no code implementations CVPR 2023 Jingzhi Li, Zidong Guo, Hui Li, Seungju Han, Ji-won Baek, Min Yang, Ran Yang, Sungjoo Suh

By constraining the teacher's search space with reverse distillation, we narrow the intrinsic gap and unleash the potential of feature-only distillation.

Face Recognition Knowledge Distillation

CORE: Co-planarity Regularized Monocular Geometry Estimation with Weak Supervision

no code implementations ICCV 2023 Yuguang Li, Kai Wang, Hui Li, Seon-Min Rhee, Seungju Han, JiHye Kim, Min Yang, Ran Yang, Feng Zhu

Meanwhile, SANE easily establishes multi-task learning with CORE loss functions on both depth and surface normal estimation, leading to the whole performance leap.

Depth Estimation Multi-Task Learning +2

DAS: Densely-Anchored Sampling for Deep Metric Learning

1 code implementation30 Jul 2022 Lizhao Liu, Shangxin Huang, Zhuangwei Zhuang, Ran Yang, Mingkui Tan, YaoWei Wang

To this end, we propose a Densely-Anchored Sampling (DAS) scheme that considers the embedding with corresponding data point as "anchor" and exploits the anchor's nearby embedding space to densely produce embeddings without data points.

Face Recognition Image Retrieval +2

Fast Single Image Dehazing via Multilevel Wavelet Transform based Optimization

1 code implementation18 Apr 2019 Jiaxi He, Frank Z. Xing, Ran Yang, Cishen Zhang

In this paper, we present a novel image dehazing approach based on the optical model for haze images and regularized optimization.

Computational Efficiency Dimensionality Reduction +7

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