Home

Info Title: The Perception-Distortion Tradeoff Task: Low-level Vision Author: Y. Blau and T. Michaeli Date: Nov. 2017. Arxiv: 1711.06077 Published: CVPR 2018 Affiliation: Technion-Israel Institute of Technology Highlights & Drawbacks Theoretical proof of Perception-Distortion tradeoff in low-level vision tasks like Super...

Info Title: PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications Task: Image Generation Author: T. Salimans, A. Karpathy, X. Chen, and D. P. Kingma Date: Jan. 2017 Arxiv: 1701.05517 Published: ICLR 2017 Affiliation: OpenAI Highlights & Drawbacks A discretized logistic mi...

Info Title: Conditional Image Generation with PixelCNN Decoders Task: Image Generation Author: A. van den Oord, N. Kalchbrenner, O. Vinyals, L. Espeholt, A. Graves, and K. Kavukcuoglu Date: Jun. 2016 Arxiv: 1606.05328 Published: NIPS 2016 Affiliation: Google DeepMind Highlights & Drawbacks Conditional with class labels o...

Info Title: Pixel Recurrent Neural Networks Task: Image Generation Author: A. van den Oord, N. Kalchbrenner, and K. Kavukcuoglu Date: Jan 2016 Arxiv: 1601.06759 Published: ICML 2016(Best Paper Award) Affiliation: Google DeepMind Highlights & Drawbacks Fully tractable modeling of image distribution PixelRNN & PixelC...

Info Title: Generative Image Inpainting with Contextual Attention Task: Image Inpainting Author: J. Yu, Z. Lin, J. Yang, X. Shen, X. Lu, and T. S. Huang Date: Jan. 2018 Arxiv: 1801.07892 Published: CVPR 2018 Affiliation: UIUC & Adobe Highlights & Drawbacks A novel contextual attention layer to explicitly attend on re...

Info Title: Generating Diverse High-Fidelity Images with VQ-VAE-2 Task: Image Generation Author: A. Razavi, A. van den Oord, and O. Vinyals Date: Jun. 2019 Arxiv: 1906.00446 Affiliation: Google DeepMind Highlights & Drawbacks Diverse generated results A multi-scale hierarchical organization of VQ-VAE Self-attention mech...

Info Title: EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning Task: Image Inpainting Author: K. Nazeri, E. Ng, T. Joseph, F. Qureshi, and M. Ebrahimi Date: Jan. 2019 Arxiv: 1901.00212 Published: ICCV 2019 Workshop Highlights & Drawbacks Interactive sketch editing for image completion A two-stage adv...

Info Title: Globally and locally consistent image completion Task: Image Inpainting Author: S. Iizuka, E. Simo-Serra, and H. Ishikawa Date: Jul. 2017 Published: SIGGRAPH 2017 Highlights & Drawbacks A high performance network model that can complete arbitrary missing regions A globally and locally consistent adversarial tra...