no code implementations • EMNLP 2021 • Sen Zhang, Jianwei Niu, Chuyuan Wei
Fact consistency assessment requires the reasoning capability to find subtle clues to identify whether a model-generated summary is consistent with the original document.
1 code implementation • COLING 2022 • Ruri Liu, Shasha Mo, Jianwei Niu, Shengda Fan
This paper proposes a sentence-level DSRE method beyond typical instance selection approaches by preventing samples from falling into the wrong classification space on the feature space.
no code implementations • COLING 2022 • Feng Jiang, Jianwei Niu, Shasha Mo, Shengda Fan
To this end, we propose a novel DocRE model called Key Mention pairs Guided Relation Extractor (KMGRE) to directly model mention-level relations, containing two modules: a mention-level relation extractor and a key instance classifier.
1 code implementation • EMNLP 2021 • Anlin Qu, Jianwei Niu, Shasha Mo
Relative position embedding (RPE) is a successful method to explicitly and efficaciously encode position information into Transformer models.
no code implementations • 21 Apr 2022 • Jianwei Niu, Hok Shing Wong, Tieyong Zeng
Phase retrieval is an important problem with significant physical and industrial applications.
3 code implementations • 29 Mar 2022 • BinBin Zhang, Di wu, Zhendong Peng, Xingchen Song, Zhuoyuan Yao, Hang Lv, Lei Xie, Chao Yang, Fuping Pan, Jianwei Niu
Recently, we made available WeNet, a production-oriented end-to-end speech recognition toolkit, which introduces a unified two-pass (U2) framework and a built-in runtime to address the streaming and non-streaming decoding modes in a single model.
no code implementations • 10 Oct 2021 • Hao Su, Jianwei Niu, Xuefeng Liu, Jiahe Cui, Ji Wan
Manga is a popular Japanese-style comic form that consists of black-and-white stroke lines.
1 code implementation • CVPR 2021 • Yuntao Qu, Shasha Mo, Jianwei Niu
Firstly, methods based on the noise probability modeling can only be applied to class-level noisy labels.
1 code implementation • CVPR 2021 • Hao Su, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Ji Wan, Mingliang Xu, Tao Ren
Quick Response (QR) code is one of the most worldwide used two-dimensional codes.
2 code implementations • NeurIPS 2021 • Yuxin Fang, Bencheng Liao, Xinggang Wang, Jiemin Fang, Jiyang Qi, Rui Wu, Jianwei Niu, Wenyu Liu
Can Transformer perform 2D object- and region-level recognition from a pure sequence-to-sequence perspective with minimal knowledge about the 2D spatial structure?
5 code implementations • ICCV 2021 • Zhengsu Chen, Lingxi Xie, Jianwei Niu, Xuefeng Liu, Longhui Wei, Qi Tian
The past year has witnessed the rapid development of applying the Transformer module to vision problems.
Ranked #454 on
Image Classification
on ImageNet
no code implementations • 30 Nov 2020 • Zhengsu Chen, Jianwei Niu, Xuefeng Liu, Shaojie Tang
Instead of randomly dropping units, SelectScale selects the important features in networks and adjusts them during training.
1 code implementation • 17 Nov 2020 • Jiahe Cui, Jianwei Niu, Zhenchao Ouyang, Yunxiang He, Dian Liu
Recently, the rapid development of Solid-State LiDAR (SSL) enables low-cost and efficient obtainment of 3D point clouds from the environment, which has inspired a large quantity of studies and applications.
no code implementations • 16 Nov 2020 • Hao Su, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Ji Wan, Mingliang Xu, Tao Ren
Quick Response (QR) code is one of the most worldwide used two-dimensional codes.~Traditional QR codes appear as random collections of black-and-white modules that lack visual semantics and aesthetic elements, which inspires the recent works to beautify the appearances of QR codes.
no code implementations • 25 Apr 2020 • Xiaozheng Xie, Jianwei Niu, Xuefeng Liu, Zhengsu Chen, Shaojie Tang, Shui Yu
Although deep learning models like CNNs have achieved great success in medical image analysis, the small size of medical datasets remains a major bottleneck in this area.
no code implementations • 22 Apr 2020 • Hao Su, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Jiahe Cui, Ji Wan
Manga is a world popular comic form originated in Japan, which typically employs black-and-white stroke lines and geometric exaggeration to describe humans' appearances, poses, and actions.
1 code implementation • CVPR 2020 • Zhengsu Chen, Jianwei Niu, Lingxi Xie, Xuefeng Liu, Longhui Wei, Qi Tian
Automatic designing computationally efficient neural networks has received much attention in recent years.