Journal Papers

• Pedestrian Crossing Intention Prediction with Multi-Modal Transformer-Based Model

  Wang, Ting-Wei, Lai, Shang-Hong

  APSIPA Transactions on Signal and Information Processing, Vol 13, Issue 5, Oct. 2024

Conference Papers

• A Lightweight Vision-Language Model Pipeline for Corner-Case Scene Understanding in Autonomous Driving

  Ying Cheng, Min-Hung Chen, Shang-Hong Lai

  ECCV Workshop

• CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection

  Yu-Hsuan Hsieh, Shang-Hong Lai

  The British Machine Vision Conference (BMVC), Glasgow, UK., Nov. 2024

• Domain Adaptation for Machinery Fault Diagnosis Based on Critic Classifier GAN

  Tso-Sung Hung, Shang-Hong Lai

  Pattern Recognition (ICPR 2024), pp 350–365, Dec. 2024

• Few-Shot Deep Structure-Based Camera Localization with Pose Augmentation

  Cheng-Yu Tsai, Shang-Hong Lai

  International Conference on Pattern Recognition (ICPR), Kolkata, India, Dec. 2024

• FIQA-FAS: Face Image Quality Assessment Based Face Anti-Spoofing

  Ya-Chi Liang, Min-Xuan Qiu, Shang-Hong Lai

  CVPR Workshops 2024: 1462-1470, Seattle, USA, June. 2024

• SQUAD: Scalar Quantized representation learning for Unsupervised Anomaly Detection and localization

  Ting-Wei Wang, Shang-Hong Lai

  ECCV Workshop

• TAB: Text-Align Anomaly Backbone Model for Industrial Inspection Tasks

  Ho-Weng Lee, Shang-Hong Lai

  CVPR Workshops 2024: 3921-3929, Seattle, USA, June. 2024

Journal Papers

• Cycle-Object Consistency for Image-to-Image Domain Adaptation

  Che-Tsung Lin, Jie-Long Kew, Chee Seng Chan, Shang-Hong Lai, Christopher Zach

  Pattern Recognition, Volume 138, 2023, 109416, ISSN 0031-3203, https://doi.org/10.1016/j.patcog.2023.109416.

• RGB-D Face Recognition with Identity-Style Disentanglement and Depth Augmentation

  Meng-Tzu Chiu, Hsun-Ying Cheng, Chien-Yi Wang, Shang-Hong Lai

  IEEE Transactions on Biometrics, Behavior, and Identity Science, doi: 10.1109/TBIOM.2022.3233769.

Conference Papers

• A Closer Look at Geometric Temporal Dynamics for Face Anti-Spoofing

  Chih-Jung Chang, Yaw-Chern Lee, Shih-Hsuan Yao, Min-Hung Chen, Chien-Yi Wang, Shang-Hong Lai, Trista

  CVPR Workshops, Canada, June 2023.

• Boosting Unsupervised Domain Adaptation for 3D Object Detection in Point Clouds with 2D Image Semantic Information

  Chun-Chieh Ku, Tsung-Yu Chen, Shang-Hong Lai

  CASE 2023, Auckland, New Zealand, Aug. 2023.

• Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss

  Chu-Chun Chuang, Chien-Yi Wang, Shang-Hong Lai

  IEEE International Conference on Automatic Face and Gesture Recognition (FG), Jan. 2023.

• Holistic Interaction Transformer Network for Action Detection

  Gueter Josmy Faure, Min-Hung Chen, Shang-Hong Lai

  Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan. 2023.

• Interaction-Aware Prompting for Zero-Shot Spatio-Temporal Action Detection

  Wei-Jhe Huang, Jheng-Hsien Yeh, Min-Hung Chen, Gueter Josmy Faure, Shang-Hong Lai

  ICCV Workshops, Paris, Oct. 2023.

• KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task Learning

  Jia Luo Peng, Keng Wei Chang, Shang-Hong Lai

  BMVC 2023.

• Kinship Representation Learning with Face Componential Relation

  Wen-Tai Su, Min-Hung Chen, Chien-Yi Wang, Shang-Hong Lai, Trista Pei-Chun Chen

  ICCV Workshops, Paris, Oct. 2023.

• Masked Attention ConvNeXt UNet with Multi-Synthesis Dynamic Weighting for Anomaly Detection and Localization

  Shih Chih Lin, Ho-Weng Lee, Yu-Shuan Hsieh, Cheng Yu Ho, Shang-Hong Lai

  BMVC 2023.

• MixFairFace: Towards Ultimate Fairness via MixFair Adapter in Face Recognition

  Fu-En Wang, Chien-Yi Wang, Min Sun, Shang-Hong Lai

  AAAI Conference on Artificial Intelligence, 2023.

• Pedestrian Crossing Intention Prediction with Multi-Modal Transformer-Based Model

  Ting Wei Wang, Shang-Hong Lai

  APSIPA ASC 2023, Taipei, Taiwan, Oct. 2023.

• ReST: A Reconfigurable Spatial-Temporal Graph Model for Multi-Camera Multi-Object Tracking

  Cheng-Che Cheng, Min-Xuan Qiu, Chen-Kuo Chiang, Shang-Hong Lai

  ICCV 2023, Paris, Oct. 2023.

• Rethinking Long-Tailed Visual Recognition with Dynamic Probability Smoothing and Frequency Weighted Focusing

  Wan Jun Nah, Chun Chet Ng, Che-Tsung Lin, Yeong Khang Lee, Jie Long Kew, Zhi Qin Tan, Chee Seng Chan

  IEEE International Conference on Image Processing, Oct. 2023.

• Robust Multi-Object Tracking with Spatial Uncertainty

  Pin-Jie Liao, Yu-Cheng Huang, Chen-Kuo Chiang, Shang-Hong Lai

  ICASSP, June 2023.

• Self-supervised Normalizing Flow for Image Anomaly Detection and Localization

  Li-Ling Chiu, Shang-Hong Lai

  CVPR Workshop on VAND, June 2023.

Conference Papers

• CyEDA: Cycle-object Edge Consistency Domain Adaptation

  Jing Chong Beh, Kam Woh Ng, Jie Long Kew, Che-Tsung Lin, Chee Seng Chan, Shang-Hong Lai, Christopher Zach

  2022 IEEE International Conference on Image Processing (ICIP), Bordeaux, France, 2022, pp. 2986-2990, doi: 10.1109/ICIP46576.2022.9897493.

• Extremely Low-light Image Enhancement with Scene Text Restoration

  Po-Hao Hsu, Che-Tsung Lin, Chun Chet Ng, Jie Long Kew, Mei Yih Tan, Shang-Hong Lai, Chee Seng Chan, Christopher Zach

  2022 26th International Conference on Pattern Recognition (ICPR), Montreal, QC, Canada, 2022, pp. 317-323, doi: 10.1109/ICPR56361.2022.9956716

• FedFR: Joint optimization federated framework for generic and personalized face recognition

  Chih-Ting Liu, Chien-Yi Wang, Shao-Yi Chien, Shang-Hong Lai

  Proceedings of the AAAI Conference on Artificial Intelligence, 36(2), 1656-1664. https://doi.org/10.1609/aaai.v36i2.20057

• Learning Monocular 3D Human Pose Estimation With Skeletal Interpolation

  Ziyi Chen, Akihiro Sugimoto, Shang-Hong Lai

  ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 2022, pp. 4218-4222, doi: 10.1109/ICASSP43922.2022.9746410

• Local-Adaptive Face Recognition via Graph-based Meta-Clustering and Regularized Adaptation

  Wenbin Zhu, Chien-Yi Wang, Kuan-Lun Tseng, Shang-Hong Lai, Baoyuan Wang

  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 20301-20310

• Multi-Scale Patch-Based Representation Learning for Image Anomaly Detection and Segmentation

  Chin-Chia Tsai, Tsung-Hsuan Wu, Shang-Hong Lai

  Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2022, pp. 3992-4000

• PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition

  Chien-Yi Wang, Yu-Ding Lu, Shang-Ta Yang, Shang-Hong Lai

  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 20281-20290

Journal Papers

• Y-Net: Learning Domain Robust Feature Representation for ground camera image and large-scale image-based point cloud registration

  Weiquan Liu, Cheng Wang, Shuting Chen, Xuesheng Bian, Baiqi Lai, Xuelun Shen, Ming Cheng, Shang-Hong Lai, Dongdong Weng, Jonathan Li

  Information Sciences, Volume 581, 2021, Pages 655-677, ISSN 0020-0255, https://doi.org/10.1016/j.ins.2021.10.022

Conference Papers

• Attention-Based Deep Metric Learning for Near-Duplicate Video Retrieval

  Kuan-Hsun Wang, Chia-Chun Cheng, Yi-Ling Chen, Yale Song, Shang-Hong Lai

  2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 2021, pp. 5360-5367, doi: 10.1109/ICPR48806.2021.9412710

• Confidence-Aware anomaly detection in human actions

  Tsung-Hsuan Wu, Chun-Lung Yang, Li-Ling Chiu, Ting-Wei Wang, Gueter Josmy Faure, Shang-Hong Lai

  In: Wallraven, C., Liu, Q., Nagahara, H. (eds) Pattern Recognition. ACPR 2021. Lecture Notes in Computer Science, vol 13188. Springer, Cham. https://doi.org/10.1007/978-3-031-02375-0_18

• High-Accuracy RGB-D Face Recognition via Segmentation-Aware Face Depth Estimation and Mask-Guided Attention Network

  Meng-Tzu Chiu, Hsun-Ying Cheng, Chien-Yi Wang, Shang-Hong Lai

  2021 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021), Jodhpur, India, 2021, pp. 1-8, doi: 10.1109/FG52635.2021.9667000

• Moving-Object-Aware Anomaly Detection in Surveillance Videos

  Chun-Lung Yang, Tsung-Hsuan Wu, Shang-Hong Lai

  2021 17th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Washington, DC, USA, 2021, pp. 1-8, doi: 10.1109/AVSS52988.2021.9663742

• Stylized-Colorization for Line Arts

  Tzu-Ting Fang, Duc Minh Vo, Akihiro Sugimoto, Shang-Hong Lai

  2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 2021, pp. 2033-2040, doi: 10.1109/ICPR48806.2021.9412756

Journal Papers

• GAN-Based Day-to-Night Image Style Transfer for Nighttime Vehicle Detection

  Che-Tsung Lin, Sheng-Wei Huang, Yen-Yi Wu, Shang-Hong Lai

  IEEE Transactions on Intelligent Transportation Systems, vol. 22, no. 2, pp. 951-963, Feb. 2021, doi: 10.1109/TITS.2019.2961679

• Learning to Match Ground Camera Image and UAV 3-D Model-Rendered Image Based on Siamese Network With Attention Mechanism

  Weiquan Liu, Cheng Wang, Xuesheng Bian, Shuting Chen, Shangshu Yu, Xiuhong Lin, Shang-Hong Lai, Dongdong Weng, Jonathan Li

  IEEE Geoscience and Remote Sensing Letters, vol. 17, no. 9, pp. 1608-1612, Sept. 2020, doi: 10.1109/LGRS.2019.2949351

• Multi-task CNN for restoring corrupted fingerprint images

  Wei Jing Wong, Shang-Hong Lai

  Pattern Recognition, Volume 101, 2020, 107203, ISSN 0031-3203, https://doi.org/10.1016/j.patcog.2020.107203

• Real-time Single-Stage Vehicle Detector Optimized by Multi-Stage Image-based Online Hard Example Mining

  Che-Tsung Lin, Shu-Ping Chen, Patrisia Sherryl Santoso, Hung-Jin Lin, Shang-Hong Lai

  IEEE Transactions on Vehicular Technology, vol. 69, no. 2, pp. 1505-1518, Feb. 2020, doi: 10.1109/TVT.2019.2961625

Conference Papers

• 3D Object Detection from Consecutive Monocular Images

  Chia-Chun Cheng, Shang-Hong Lai

  Proceedings of the Asian Conference on Computer Vision (ACCV), 2020

• ByeGlassesGAN: Identity Preserving Eyeglasses Removal for Face Images

  Yu-Hui Lee, Shang-Hong Lai

  In: Vedaldi, A., Bischof, H., Brox, T., Frahm, JM. (eds) Computer Vision – ECCV 2020. ECCV 2020. Lecture Notes in Computer Science(), vol 12374. Springer, Cham. https://doi.org/10.1007/978-3-030-58526-6_15

• Learning to Match 2D Images and 3D LiDAR Point Clouds for Outdoor Augmented Reality

  Weiquan Liu, Baiqi Lai, Cheng Wang, Xuesheng Bian, Wentao Yang, Yan Xia, Xiuhong Lin, Shang-Hong Lai, Dongdong Weng, Jonathan Li

  2020 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW), Atlanta, GA, USA, 2020, pp. 654-655, doi: 10.1109/VRW50115.2020.00178

• Multimodal Structure-Consistent Image-to-Image Translation

  Che-Tsung Lin, Yen-Yi Wu, Po-Hao Hsu, Shang-Hong Lai

  Proceedings of the AAAI Conference on Artificial Intelligence, 34(07), 11490-11498

• Unified Representation Learning for Cross Model Compatibility

  Chien-Yi Wang, Ya-Liang Chang, Shang-Ta Yang, Dong Chen, Shang-Hong Lai

  British Machine Vision Conference (BMVC) 2020, Computer Vision and Pattern Recognition (cs.CV), arXiv:2008.04821 [cs.CV], https://doi.org/10.48550/arXiv.2008.04821

Journal Papers

• AE-GAN-Net: Learning Invariant Feature Descriptor to Match Ground Camera Images and a Large-Scale 3D Image-Based Point Cloud for Outdoor Augmented Reality

  Weiquan Liu, Cheng Wang, ORCID,Xuesheng Bian, Shuting Chen, Wei Li, Xiuhong Lin, Yongchuan Li, Dongdong Weng, Shang-Hong Lai, Jonathan Li

  Remote Sens. 2019, 11, 2243. https://doi.org/10.3390/rs11192243

• Image captioning by incorporating affective concepts learned from both visual and textual components

  Jufeng Yang, Yan Sun, Jie Liang, Bo Ren, Shang-Hong Lai

  Neurocomputing, Volume 328, 2019, Pages 56-68, ISSN 0925-2312, https://doi.org/10.1016/j.neucom.2018.03.078

• Relationship between sonography of sternocleidomastoid muscle and cervical passive range of motion in infants with congenital muscular torticollis

  Chu-Hsu Lin, Hung-Chih Hsu, Yu-Jen Hou, Kai-Hua Chen, Shang-Hong Lai, Wen-Ming Chang

  Biomedical Journal, Volume 41, Issue 6, 2018, Pages 369-375, ISSN 2319-4170, https://doi.org/10.1016/j.bj.2018.10.001

Conference Papers

• Audio Tempo Estimation Method Improved by Rhythm Pattern and Data Augmentation

  Fu-Hai Frank Wu, Shang-Hong Lai

  2019 6th International Conference on Control, Decision and Information Technologies (CoDIT), Paris, France, 2019, pp. 779-784, doi: 10.1109/CoDIT.2019.8820457

• Automatic Generation of Photorealistic Training Data for Detection of Industrial Components

  Yu-Hui Lee, Chu-Chun Chuang, Shang-Hong Lai, Zih-Jian Jhang

  2019 IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, 2019, pp. 2751-2755, doi: 10.1109/ICIP.2019.8803339

• DeepRoom: 3D Room Layout and Pose Estimation from a Single Image

  Hung Jin Lin, Shang-Hong Lai

  In: Palaiahnakote, S., Sanniti di Baja, G., Wang, L., Yan, W. (eds) Pattern Recognition. ACPR 2019. Lecture Notes in Computer Science(), vol 12047. Springer, Cham. https://doi.org/10.1007/978-3-030-41299-9_56

• Ground Camera Images and UAV 3D Model Registration for Outdoor Augmented Reality

  Weiquan Liu, Cheng Wang, Yu Zang, Shang-Hong Lai, Dongdong Weng, Xuesheng Bian, Xiuhong Lin, Xuelun Shen, Jonathan Li

  2019 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), Osaka, Japan, 2019, pp. 1050-1051, doi: 10.1109/VR.2019.8797821

• Group Activity Recognition via Computing Human Pose Motion History and Collective Map from Video

  Hsing-Yu Chen, Shang-Hong Lai

  In: Palaiahnakote, S., Sanniti di Baja, G., Wang, L., Yan, W. (eds) Pattern Recognition. ACPR 2019. Lecture Notes in Computer Science(), vol 12047. Springer, Cham. https://doi.org/10.1007/978-3-030-41299-9_55

• i-Siam: Improving Siamese Tracker with Distractors Suppression and Long-Term Strategies

  Wei Ren Tan, Shang-Hong Lai

  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2019, pp. 0-0

• Object Detection in Curved Space for 360-Degree Camera

  Kuan-Hsun Wang, Shang-Hong Lai

  ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, UK, 2019, pp. 3642-3646, doi: 10.1109/ICASSP.2019.8683093

Conference Papers

• A Compact Deep Learning Model for Robust Facial Expression Recognition

  Chieh-Ming Kuo, Shang-Hong Lai, Michel Sarkis

  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2018, pp. 2121-2129

• AugGAN: Cross Domain Adaptation with GAN-based Data Augmentation

  Sheng-Wei Huang, Che-Tsung Lin, Shu-Ping Chen, Yen-Yi Wu, Po-Hao Hsu, Shang-Hong Lai

  Proceedings of the European Conference on Computer Vision (ECCV), 2018, pp. 718-731

• Emotion-Preserving Representation Learning via Generative Adversarial Network for Multi-view Facial Expression Recognition

  Ying-Hsiu Lai, Shang-Hong Lai

  2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018), Xi'an, China, 2018, pp. 263-270, doi: 10.1109/FG.2018.00046

• Human Action Recognition Based on Temporal Pose CNN and Multi-dimensional Fusion

  Yi Huang, Shang-Hong Lai, Shao-Heng Tai

  Proceedings of the European Conference on Computer Vision (ECCV) Workshops, 2018, pp. 0-0

• Indoor Scene Layout Estimation from a Single Image

  Hung Jin Lin, Sheng-Wei Huang, Shang-Hong Lai, Chen-Kuo Chiang

  2018 24th International Conference on Pattern Recognition (ICPR), Beijing, China, 2018, pp. 842-847, doi: 10.1109/ICPR.2018.8546278

• Non-native Language Reading Support with Display of Machine Translation Based on Eye-Tracking and Sentence-Level Mapping

  Tien-Yu Ho, Hao-Chuan Wang, Shong-Hong Lai

  In Proceedings of the Sixth International Symposium of Chinese CHI (ChineseCHI '18). Association for Computing Machinery, New York, NY, USA, 57–63. https://doi.org/10.1145/3202667.3202675

• SegmentedFusion: 3D Human Body Reconstruction Using Stitched Bounding Boxes

  Shih Hsuan Yao, Diego Thomas, Akihiro Sugimoto, Shang-Hong Lai, Rin-Ichiro Taniguchi Kyushu

  2018 International Conference on 3D Vision (3DV), Verona, Italy, 2018, pp. 190-198, doi: 10.1109/3DV.2018.00031

Journal Papers

• Real-time video stitching

  Shuo-Han Yeh, Shang-Hong Lai

  2017 IEEE International Conference on Image Processing (ICIP), Beijing, China, 2017, pp. 1482-1486, doi: 10.1109/ICIP.2017.8296528

• Video synthesis from stereo videos with iterative depth refinement

  Chen-Hao Wei, Shang-Hong Lai, Chen-Kuo Chiang

  Journal of Visual Communication and Image Representation, Volume 47, 2017, Pages 48-61, ISSN 1047-3203, https://doi.org/10.1016/j.jvcir.2017.04.008

Conference Papers

• A Deep Learning Approach to Appearance-Based Gaze Estimation under Head Pose Variations

  Hsin-Pei Sun, Cheng-Hsun Yang, Shang-Hong Lai

  2017 4th IAPR Asian Conference on Pattern Recognition (ACPR), Nanjing, China, 2017, pp. 935-940, doi: 10.1109/ACPR.2017.155

• A deep learning approach towards pore extraction for high-resolution fingerprint recognition

  Hong-Ren Su, Kuang-Yu Chen, Wei Jing Wong, Shang-Hong Lai

  2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, USA, 2017, pp. 2057-2061, doi: 10.1109/ICASSP.2017.7952518

• Deep Neural Networks for Accurate Iris Recognition

  Yuzheng Xu, Tzu-Chan Chuang, Shang-Hong Lai

  2017 4th IAPR Asian Conference on Pattern Recognition (ACPR), Nanjing, China, 2017, pp. 664-669, doi: 10.1109/ACPR.2017.152

• Edge-Preserving Disparity Map Estimation from Stereo Videos for Bokeh Synthesis

  Wei-Lun Lan, Shih-Hsuan Yao, Shang-Hong Lai

  2017 IEEE International Conference on Multimedia and Expo (ICME), Hong Kong, China, 2017, pp. 745-750, doi: 10.1109/ICME.2017.8019534

• Fast Vehicle Detector for Autonomous Driving

  Che-Tsung Lin, Patrisia Sherryl Santoso, Shu-Ping Chen, Hung-Jin Lin, Shang-Hong Lai

  Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2017, pp. 222-229

• General Deep Image Completion with Lightweight Conditional Generative Adversarial Networks

  Ching-Wei Tseng, Hung Jin Lin, Shang-Hong Lai

  British Machine Vision Conference 2017, BMVC 2017, London, UK, September 4-7, 2017

• Hierarchical structured dictionary learning for image categorization

  Tzu-Chan Chuang, Chen-Kuo Chiang, Shang-Hong Lai

  2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, USA, 2017, pp. 1263-1267, doi: 10.1109/ICASSP.2017.7952359

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