Home

Info Title: PolarMask: Single Shot Instance Segmentation with Polar Representation Task: Instance Segmentation Author: Enze Xie, Peize Sun , Xiaoge Song, Wenhai Wang, Xuebo Liu, Ding Liang, Chunhua Shen, Ping Luo Date: Sep. 2019 Published: CVPR 2020(Oral) Arxiv: 1909.13226 Highlights Simple: An...

Info Title: CondConv: Conditionally Parameterized Convolutions for Efficient Inference Author: Brandon Yang, Gabriel Bender, Quoc V. Le, Jiquan Ngiam Date: Apr. 2019 Arxiv: 1904.04971 Published: NIPS 2019 Abstract Convolutional layers are one of the basic building blocks of modern deep neural networks. One fundamental assumption i...

Info Title: Selective Kernel Networks Task: Image Classification Author: Xiang Li , Wenhai Wang, Xiaolin Hu and Jian Yang Date: Mar. 2019 Arxiv: 1903.06586 Published: CVPR 2019 Highlights Dynamic sleection mechanism in CNNs that allows each neuron to adaptivel adjust its receptive fied size based on multiple scales of input info...

Info Title: Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation Author: Hang Gao, Xizhou Zhu , Steve Lin, Jifeng Dai3 Date: Oct. 2019 Arxiv: 1910.02940 Highlights Resample the original kernel space towards recovering the deformation of objects. Directly adapting the ERF whil...

Info Title: Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation Task: Image-to-Image Translation Author: Arnab Ghosh Richard Zhang Puneet K. Dokania Oliver Wang Alexei A. Efros Philip H. S. Torr Eli Shechtman Date: Sep. 2019 Arxiv: 1909.11081 Published: ICCV 2019 Highlights Interactive GUI First complete,...

Info Title: Temporal Cycle-Consistency Learning Task: Representation Learning Author: Debidatta Dwibedi, Yusuf Aytar , Jonathan Tompson, Pierre Sermanet, and Andrew Zisserman Date: Apr. 2019 Arxiv: 1904.07846 Published: CVPR 2019 Highlights Temporal cycle-consistency (TCC) loss for video alignment in learned latent space with a ...

Info Title: Seeing What a GAN Cannot Generate Author: Date: Sep. 2019 Paper Published: ICCV 2019 Abstract Despite the success of Generative Adversarial Networks(GANs), mode collapse remains a serious issue during GAN training. To date, little work has focused on understanding and quantifying which modes have been dropped by a model...

Info Title: Unsupervised Domain Adaptation through Self-Supervision Task: Domain Adaptaion Author: Yu Sun, Eric Tzeng, Trevor Darrell, Alexei A. Efros Date: Sep. 2019 Arxiv: 1909.11825 Abstract This paper addresses unsupervised domain adaptation, the setting where labeled training data is available on a source domain, but the goal...

Info Title: Multi-mapping Image-to-Image Translation via Learning Disentanglement Task: Image Translation Author: Date: Sep. 2019 Arxiv: 1909.07877 Published: NIPS 2019 Highlights Multi-modal multi-domain translation with unified structure. Abstract Recent advances of image-to-image translation focus on learning the one-to-man...

Info Title: Test-Time Training for Out-of-Distribution Generalization Author: Yu Sun, Xiaolong Wang, Zhuang Liu, John Miller, Alexei A. Efros, Moritz Hardt Date: Sep. 2019 Arxiv: 1909.13231 Highlights Theoretically prove of benefits on test-time self-supervised training for convex loss functions, e...