AI^2 Lab

CPG

Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019

Online-Face-Recognition-and-Authentication

Hsin-Rung Chou, Jia-Hong Lee, Yi-Ming Chan, and Chu-Song Chen, "Data-specific Adaptive Threshold for Face Recognition and Authentication," IEEE International Conference on Multimedia Information Processing and Retrieval, MIPR 2019

Day_Night_dataset_list

Collecting a list of dataset with day and night annotations

BigGAN-Generator-Pretrained-Pytorch

Pytorch implementation of BigGAN Generator with pretrained weights

agegenderLMTCNN

Jia-Hong Lee, Yi-Ming Chan, Ting-Yen Chen, and Chu-Song Chen, "Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications," IEEE International Conference on Multimedia Information Processing and Retrieval, MIPR 2018

PAE

Steven C. Y. Hung, Jia-Hong Lee, Timmy S. T. Wan, Chein-Hung Chen, Yi-Ming Chan and Chu-Song Chen. "Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning" 2019 ACM on International Conference on Multimedia Retrieval

NeuralMerger

Yi-Min Chou, Yi-Ming Chan, Jia-Hong Lee, Chih-Yi Chiu, Chu-Song Chen, "Unifying and Merging Well-trained Deep Neural Networks for Inference Stage," International Joint Conference on Artificial Intelligence (IJCAI), 2018

DeepPhotoCritic-ICCV17

Kuang-Yu Chang, Kung-Hung Lu, and Chu-Song Chen, "Aesthetic Critiques Generation for Photos," International Conference on Computer Vision, ICCV 2017, October 2017.

Multistage_Pruning

Cheng-Hao Tu, Jia-Hong Lee, Yi-Ming Chan and Chu-Song Chen, "Pruning Depthwise Separable Convolutions for MobileNet Compression," International Joint Conference on Neural Networks, IJCNN 2020, July 2020.

CVS

Continual Learning for Visual Search with Backward Consistent Feature Embedding, CVPR 2022 https://openaccess.thecvf.com/content/CVPR2022/papers/Wan_Continual_Learning_for_Visual_Search_With_Backward_Consistent_Feature_Embedding_CVPR_2022_paper.pdf

Part-Aware_Measurement_for_3D_Pose_Estimation_and_Tracking

Hau Chu, Jia-Hong Lee, Yao-Chih Lee, Ching-Hsien Hsu, Jia-Da Li, Chu-Song Chen, "Part-Aware Measurement for Robust Multi-View Multi-Human 3D Pose Estimation and Tracking", CVPR Workshop, 2021

CondConvContinual

Cheng-Hao Tu, Cheng-En Wu and Chu-Song Chen, "Extending Conditional Convolution Structures for Enhancing Multitasking Continual Learning," Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2020.

ConditionalGLO

Yi-Min Chou, Chien-Hung Chen, Keng-Hao Liu, and Chu-Song Chen, "Changing Background to Foreground: An Augmentation Method Based on Conditional Generative Network for Stingray Detection," IEEE International Conference on Image Processing, ICIP 2018, October 2018.

Sound20

Sound Classification Dataset

Merging-MobileNets-for-Multitask

Cheng-En Wu, Yi-Ming Chan and Chu-Song Chen "On Merging MobileNets for Efficient Multitask Inference", International Symposium on High-Performance Computer Architecture(HPCA) on Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications(EMC2), 2019

AdaLabelHash

Huei-Fang Yang, Cheng-Hao Tu, and Chu-Song Chen, "Adaptive Labeling for Hash Codes Learning via Neural Networks," IEEE International Conference on Image Processing, ICIP 2019, September 2019

caffe-cvprw15

:heart::coffee: Deep Learning of Binary Hash Codes for Fast Image Retrieval (CVPRW15)

MVC

MULTI-VIEW CLOTHING DATASET

Caffe-DeepBinaryCode

Huei-Fang Yang, Kevin Lin, and Chu-Song Chen, "Supervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural Networks," IEEE Transactions on Pattern Analysis and Machine Intelligence, volume 40(2), pages 437 - 451, February 2018

CARC

Bor-Chun Chen, Chu-Song Chen, Winston H. Hsu. Face Recognition using Cross-Age Reference Coding with Cross-Age Celebrity Dataset, IEEE Transactions on Multimedia, 2015.

CBR

Huei-Fang Yang, Kevin Lin, Ting-Yen Chen, and Chu-Song Chen, "Cross-batch Reference Learning for Deep Retrieval," IEEE Transactions on Neural Networks and Learning Systems, 2019

GlobalSIP16-OWA

Image Aesthetuc Assessment via Deep Semantic Aggregation (GlobalSIP16)

Label_Reuse_Semisupervised

Tsung-Hung Hsieh, Jun-Cheng Chen, and Chu-Song Chen, "Label Reuse for Efficient Semi-Supervised Learning," IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2020, May 2020

SemanticHash