most citedKeepAugment: A Simple Information-Preserving Data Augmentation Approach

13 citations · 45 across the 8 of their papers we have counts for

collaborators

10 papers

econ.GN2021

Aggregate Modeling and Equilibrium Analysis of the Crowdsourcing Market for Autonomous Vehicles

Xiaoyan Wang, Xi Lin, Meng Li

Autonomous vehicles (AVs) have the potential of reshaping the human mobility in a wide variety of aspects. This paper focuses on a new possibility that the AV owners have the optio…

math.OC2021

Network-level rhythmic control of heterogeneous automated traffic with buses

Xiangdong Chen, Xi Lin, Meng Li +1

Guaranteeing the quality of transit service is of great importance to promote the attractiveness of buses and alleviate urban traffic issues such as congestion and pollution. Emerg…

cs.CV2021

AlphaNet: Improved Training of Supernets with Alpha-Divergence

Dilin Wang, Chengyue Gong, Meng Li +2

Weight-sharing neural architecture search (NAS) is an effective technique for automating efficient neural architecture design. Weight-sharing NAS builds a supernet that assembles a…

cs.CV20203 cited

SID: Incremental Learning for Anchor-Free Object Detection via Selective and Inter-Related Distillation

Can Peng, Kun Zhao, Sam Maksoud +2

Incremental learning requires a model to continually learn new tasks from streaming data. However, traditional fine-tuning of a well-trained deep neural network on a new task will…

cs.CV20206 cited

ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition

Hsin-Pai Cheng, Feng Liang, Meng Li +5

Scale variance among different sizes of body parts and objects is a challenging problem for visual recognition tasks. Existing works usually design dedicated backbone or apply Neur…

cs.CV202013 cited

KeepAugment: A Simple Information-Preserving Data Augmentation Approach

Chengyue Gong, Dilin Wang, Meng Li +2

Data augmentation (DA) is an essential technique for training state-of-the-art deep learning systems. In this paper, we empirically show data augmentation might introduce noisy aug…