no code implementations • 12 Dec 2023 • Yuda Zou, Xin Xiao, Peilin Zhou, Zhichao Sun, Bo Du, Yongchao Xu
Object counting typically uses 2D point annotations.
no code implementations • 12 Dec 2023 • Yuliang Gu, Zhichao Sun, Tian Chen, Xin Xiao, Yepeng Liu, Yongchao Xu, Laurent Najman
In this paper, we propose novel dual structure-aware image filterings (DSAIF) as the image-level variations for semi-supervised medical image segmentation.
no code implementations • 17 May 2023 • Sudarshan Adiga, Xin Xiao, Ravi Tandon, Bane Vasic, Tamal Bose
We present new theoretical results which bound this gap and show the dependence on the decoder complexity, in terms of code parameters (blocklength, message length, variable/check node degrees), decoding iterations, and the training dataset size.
1 code implementation • 15 May 2023 • Xin Xiao, Daiguo Zhou, Jiagao Hu, Yi Hu, Yongchao Xu
Yet, most existing hard pixel mining strategies for semantic segmentation often rely on pixel's loss value, which tends to decrease during training.
no code implementations • 10 May 2021 • Xin Xiao, Nithin Raveendran, Bane Vasic, Shu Lin, Ravi Tandon
Decoder diversity is a powerful error correction framework in which a collection of decoders collaboratively correct a set of error patterns otherwise uncorrectable by any individual decoder.