SBCFormer: Lightweight Network Capable of Full-size ImageNet Classification at 1 FPS on Single Board Computers

1 code implementation • 7 Nov 2023 • Xiangyong Lu, Masanori Suganuma, Takayuki Okatani

For the first time, it achieves an ImageNet-1K top-1 accuracy of around 80% at a speed of 1. 0 frame/sec on the SBC.

Management

Clairvoyance: Intelligent Route Planning for Electric Buses Based on Urban Big Data

no code implementations • 9 Dec 2021 • Xiangyong Lu, Kaoru Ota, Mianxiong Dong, Chen Yu, Hai Jin

Nowadays many cities around the world have introduced electric buses to optimize urban traffic and reduce local carbon emissions.

Boosting Light-Weight Depth Estimation Via Knowledge Distillation

2 code implementations • 13 May 2021 • Junjie Hu, Chenyou Fan, Hualie Jiang, Xiyue Guo, Yuan Gao, Xiangyong Lu, Tin Lun Lam

However, this KD process can be challenging and insufficient due to the large model capacity gap between the teacher and the student.

Computational Efficiency Knowledge Distillation +1