activity
20202022
most citedExplicitly Increasing Input Information Density for Vision Transformers on Small Datasets

2 citations · 5 across the 5 of their papers we have counts for

collaborators

7 papers

cs.CV20222 cited

Explicitly Increasing Input Information Density for Vision Transformers on Small Datasets

Xiangyu Chen, Ying Qin, Wenju Xu +3

Vision Transformers have attracted a lot of attention recently since the successful implementation of Vision Transformer (ViT) on vision tasks. With vision Transformers, specifical…

cs.CV20222 cited

Accumulated Trivial Attention Matters in Vision Transformers on Small Datasets

Xiangyu Chen, Qinghao Hu, Kaidong Li +2

Vision Transformers has demonstrated competitive performance on computer vision tasks benefiting from their ability to capture long-range dependencies with multi-head self-attentio…

cs.CV2022

Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit Gradients

Kaidong Li, Ziming Zhang, Cuncong Zhong +1

Deep neural networks for 3D point cloud classification, such as PointNet, have been demonstrated to be vulnerable to adversarial attacks. Current adversarial defenders often learn…

cs.CV2022

Dilated Continuous Random Field for Semantic Segmentation

Xi Mo, Xiangyu Chen, Cuncong Zhong +3

Mean field approximation methodology has laid the foundation of modern Continuous Random Field (CRF) based solutions for the refinement of semantic segmentation. In this paper, we…

cs.CV2021

A Fine-Grained Visual Attention Approach for Fingerspelling Recognition in the Wild

Kamala Gajurel, Cuncong Zhong, Guanghui Wang

Fingerspelling in sign language has been the means of communicating technical terms and proper nouns when they do not have dedicated sign language gestures. Automatic recognition o…

cs.CV2021

Colonoscopy Polyp Detection and Classification: Dataset Creation and Comparative Evaluations

Kaidong Li, Mohammad I. Fathan, Krushi Patel +6

Colorectal cancer (CRC) is one of the most common types of cancer with a high mortality rate. Colonoscopy is the preferred procedure for CRC screening and has proven to be effectiv…