研究成果 學術論文

智慧醫療,機器學習領域研究

由 AICS 團隊工程師、AI 研發科學家、技術顧問與博士生協作研究成果刊登於各大頂級國際學術會議與期刊。以生技醫療、自然語言處理與電腦視覺三個面向為主題。

生技醫療

Honeysuckle (Lonicera japonica) and Huangqi (Astragalus membranaceus) suppress SARS-CoV2 entry and COVID-19 related cytokine storm in vitro

Frontiers in Pharmacology, March 2022

Artificial Intelligence In Peripheral Blood Films: An Evolving Landscape

Correspondence to "Artificial intelligence—refinement and possibilities." The Lancet Haematology, January 2022

自然語言處理

Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN

Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022), July 2022

SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities

Association for Computational Linguistics (ACL), May 2022

TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech

IEEE/ACM Transactions on Audio, Speech, and Language Processing, July 2021

Don't Speak Too Fast: The Impact of Data Bias on Self-Supervised Speech Models

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2022

Parameter Selection: Why We Should Pay More Attention to It*

Association for Computational Linguistics (ACL), August 2021

Exploiting Audio-Visual Consistency with Partial Supervision for Spatial Audio Generation

AAAI Conference on Artificial Intelligence, February 2021

電腦視覺

Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction

IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2022), June 2022

A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation

IEEE Winter Conference on Applications of Computer Vision (WACV), January 2022

ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-tree Complex Wavelet Representation and Contradict Channel Loss

International Conference on Computer Vision (ICCV), October 2021

Leveraging Auxiliary Information from EMR for Weakly Supervised Pulmonary Nodule Detection

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), September 2021

All Characteristics Preservation: Single Image Dehazing based on Hierarchical Detail Reconstruction Wavelet Decomposition Network

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2021

Self-Supervised Bodymap-to-Appearance Co-Attention for Partial Person Re-Identification

IEEE International Conference on Image Processing (ICIP), September 2021

Multi-modal Bifurcated Network for Depth Guided Image Relighting

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), June 2021

HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal Features

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2021

S3Net: A Single Stream Structure for Depth Guided Image Relighting

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), June 2021

Dual-MTGAN: Stochastic and Deterministic Motion Transfer for Image-to-Video Synthesis

IEEE International Conference on Pattern Recognition (ICPR), January 2021

Learning Identity-Invariant Motion Representations for Cross-ID Face Reenactment

IEEE International Conference on Computer Vision (CVPR), June 2020

Y-Net: Multi-Scale Feature Aggregation Network With Wavelet Structure Similarity Loss Function For Single Image Dehazing

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020

A Multi-domain and Multi-modal Representation Disentangler for Cross-Domain Image Manipulation and Classification

IEEE Transactions on Image Processing, January 2020

Recover and Identify: A Generative Dual Model for Cross-Resolution Person Re-Identification

IEEE International Conference on Computer Vision (ICCV), October 2019

SJDL-Vehicle: Semi-supervised Joint Defogging Learning for Foggy Vehicle Re-identification

AAAI Conference on Artificial Intelligence, February 2022

ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation

British Machine Vision Conference (BMVC), November 2021

Adversarial Teacher-Student Representation Learning for Domain Generalization

Neural Information Processing Systems (NeurIPS), September 2021

Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains

IEEE International Conference on Image Processing (ICIP), September 2021

Meta-Learned Feature Critics for Domain-Generalized Semantic Segmentation

IEEE International Conference on Image Processing (ICIP), September 2021

DesmokeNet: A Two-Stage Smoke Removal Pipeline Based on Self-Attentive Feature Consensus and Multi-Level Contrastive Regularization

IEEE Trans. Circuits and Systems for Video Technology, August 2021

Indoor Panorama Planar 3D Reconstruction via Divide and Conquer

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2021

LAFFNet: A Lightweight Adaptive Feature Fusion Network for Underwater Image Enhancement

IEEE International Conference on Robotics and Automation (ICRA), June 2021

Domain Generalized Person Re-Identification via Cross-Domain Episodic Learning

IEEE International Conference on Pattern Recognition (ICPR), January 2021

Wavelet Channel Attention Module With A Fusion Network For Single Image Deraining

IEEE International Conference on Image Processing (ICIP), October 2020

Convolution in the Cloud: Learning Deformable Kernels in 3D Graph Convolution Networks for Point Cloud Analysis

IEEE International Conference on Computer Vision (CVPR), June 2020

Self-Supervised Deep Learning for Fisheye Image Rectification

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020

Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation

IEEE International Conference on Computer Vision (ICCV), October 2019

其他研究領域

Multi-Scale Aggregation with Self-Attention Network for Modeling Electrical Motor Dynamics

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2021

LRG-Net: Lightweight Residual Grid Network for Modeling Electrical Induction Motor Dynamics

European Signal Processing Conference (EUSIPCO), August 2021