InstaGAN簡介 - Instance-aware Image-to-Image Translation

26 Dec 2018 in Deep Learning / Computer Vision

Sangwoo Mo, Minsu Cho, Jinwoo Shin. “Instance-aware Image-to-Image Translation”. In ICLR’19

ICLR 2019 paper

CoordConv簡介 - An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution

23 Dec 2018 in Deep Learning / Computer Vision

Rosanne Liu, Joel Lehman, Piero Molino, Felipe Petroski Such, Eric Frank, Alex Sergeev, Jason Yosinski. “An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution”. In NIPS’18

NIPS 2018 paper

ST-GAN簡介 - Spatial Transformer Generative Adversarial Networks for Image Compositing

17 Dec 2018 in Deep Learning / Computer Vision

Chen-Hsuan Lin, Ersin Yumer, Oliver Wang, Eli Shechtman, Simon Lucey. “ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing”. CVPR’18

CVPR 2018 paper

TADA簡介 - Transferable Attention for Domain Adaptation

12 Dec 2018 in Deep Learning / Computer Vision

Ximei Wang, Liang Li, Weirui Ye, Mingsheng Long, and Jianmin Wang. “Transferable Attention for Domain Adaptation”. In AAAI’19.

AAAI 2019 paper.

PADA簡介 - Partial Adversarial Domain Adaptation

10 Dec 2018 in Deep Learning / Computer Vision

Zhangjie Cao, Lijia Ma, Mingsheng Long, Jianmin Wang. “Partial Adversarial Domain Adaptation”. In ECCV’18.

ECCV 2018 paper.

GAN Dissection簡介 - Visualizing and Understanding Generative Adversarial Networks

04 Dec 2018 in Deep Learning / Computer Vision

David Bau, Jun-Yan Zhu, Hendrik Strobelt, Bolei Zhou, Joshua B. Tenenbaum, William T. Freeman, Antonio Torralba. “GAN Dissection: Visualizing and Understanding Generative Adversarial Networks”. arxiv preprint.

此論文於 26 Nov 2018 發佈，尚未被 Conference 接收。

M2Det簡介 - A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network

20 Nov 2018 in Deep Learning / Computer Vision

QQijie Zhao, Tao Sheng, Yongtao Wang, Zhi Tang, Ying Chen, Ling Cai, Haibin Ling. “M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network”. In AAAI 2019.

AAAI 2019 paper

CFENet簡介 - An Accurate and Efficient Single-Shot Object Detector for Autonomous Driving

18 Nov 2018 in Deep Learning / Computer Vision

Qijie Zhao, Tao Sheng, Yongtao Wang, Feng Ni, Ling Cai. “CFENet: An Accurate and Efficient Single-Shot Object Detector for Autonomous Driving”. In ACCV 2018.

ACCV 2018 paper, CVPR2018 - Workshop of Autonomous Driving (WAD)

vid2vid簡介 - Video-to-Video Synthesis

05 Nov 2018 in Deep Learning / Computer Vision

Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, Bryan Catanzaro. “Video-to-Video Synthesis”. In NIPS 2018.

NIPS 2018 paper

BigGAN簡介 - Large Scale GAN Training for High Fidelity Natural Image Synthesis

29 Oct 2018 in Deep Learning / Computer Vision

Andrew Brock, Jeff Donahue, Karen Simonyan. “Large Scale GAN Training for High Fidelity Natural Image Synthesis”.

Submit to ICLR 2019