Efficient Deep Learning

Research Highlights (back to Research Overview)

Please find more publication and technical reports on Google Scholar. Some of our codes and datasets are available at GitHub.

Abbreviations: [C]: Conference; [J] Journal; [W] Workshop; [TR]: Technical Report; [B]: Book; [P]: Patent; [Comp]: Competition; [Proj]: Project; [Org] Program Organization; [SOTA]: State-of-the-art (at the time of publication)

MODEL Efficiency

(faster and smaller model with high accuracy, model compression, etc.)

DATA Efficiency

(weakly supervised, semi-supervised, unsupervised and self-supervised learning, and domain adaptation etc.)

LEARNING Efficiency

(learning from scratch, faster training, and transfer learning etc.)