Generative Networks In Computer Vision and Machine Learning

One Day Meeting: Generative Networks In Computer Vision and Machine Learning

Wednesday 27 November 2019

Chairs: Nathan Olliverre

Keynote Speakers

Thomas Kustner, Guang Yang, Emanuele Sansone

Programme

Generative networks have been at the forefront of research in Computer Vision and Machine Learning in the last couple of years. Generative Networks have achieved impressive results for many real-world applications. As an active research topic, many GAN variants have emerged with improvements in sample quality and training stability. These novel techniques in synthesising have come to the fore and have been used for image generation, image processing, image synthesis from captions, image editing, visual domain adaptation, data generation for visual recognition, and many other applications, often leading to state of the art results. This BMVA Symposium looks to bring together those who have a focus or interest in Generative network such as GANs and VAEs for a day of talks previewing novel and exciting research in the area.

09:15 - 10:00 - Keynote: Thomas Kustner (Imperial College London)

10:05 - 10:25 - Learning Generative 3D Face Models with Deep Disentangled Representations - Victoria Fernandez Abrevaya

10:45 - 11:05 - Nonparametric Models and Uncertainty Propagation in Generative Deep Networks - Neil Campbell

10:55 - 11:10 - Coffee Break

11:15 - 12:00 - Keynote: Guang Yang (Imperial College London)

12:05 - 12:25 - Generative System to Assist the Artist in the Choice of 3D Composition for a Still Life Painting - Guido Salimbeni

12:30 - 12:50 - On extending time validity of deep learning models with generative adversarial approach: An application to malware detection case - Katrina Mayer

14:00 - 14:20 - HoloGAN: Unsupervised learning of 3D representations from natural images - Thu Nguyen-Phuoc

14:25 - 14:45 -Learning Human Reconstruction from Synthetic Dataset - Akin Caliskan

15:10 - 15:30 - AI & Auto Colourisation - Black & White to Colour with Generative Adversarial Networks - Marc Górriz Blanch

15:35 - 15:55 - SymbolGAN and Deep Style Transfer - Chaozheng Wang

15:55 - 16:15 - Gated Variational AutoEncoders: Incorporating Weak Supervision to Encourage Disentanglement - Matthew J. Vowels

16:15 - 17:00 Keynote: Emanuele Sansone (Huawei Technologies)

Meeting Location

The BCS has moved, the meeting will take place at:

British Computer Society (BCS), 25 Copthall Avenue, London EC2R 7BP

Registration

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Meeting Location

The BCS has moved, the meeting will take place at:

British Computer Society (BCS), 25 Copthall Avenue, London EC2R 7BP