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PAPIs Europe 2018 has ended
PAPIs is the 1st series of international conferences dedicated to real-world ML applications, techniques and tools. After 7 previous events on 4 different continents, PAPIs is returning to Europe on 4-6 April 2018. Join us at the Canary Wharf Tower in London!

  • Training Workshops — 4 April, UCL School of Management (Level 38)
  • Industry and Startups — 5 April, Level 39
  • Industry and Research — 6 April, Level 39

More information about the conference at papis.io/europe-2018
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Friday, April 6 • 14:00 - 14:30
Architectures for big scale 2D imagery

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I will present research that I conducted during my Ph.D. at University College London and in collaboration with Google. My primary interest lays in the development of neural architectures for 2D imagery problems in big scale. Will present the recently published analysis of different upsampling methods in the decoder part of visual architectures, together with last week ongoing extension for GANs. Will discuss attention mechanism for text recognition and review for what kind of application it can be useful (automatically updating Google Maps based on Google Street View imagery). I will explain the idea behind Inception and what had we change in inception-v3 to have it the best single model on ImageNet 2015 and how does it compare to Resnet architecture which was published 2 weeks after. Together with inception, will present our winning submission to MS COCO 2016 detection challenge and the extensive analysis of different models and backbone architectures inside. At the end will shortly review our UCL effort working with 4096x4096 images at The Digital Mammography DREAM Challenge for breast cancer recognition, where we have achieved 9th among 1375 teams worldwide and 2nd place in the community phase.

Speakers
avatar for Zbigniew Wojna

Zbigniew Wojna

Founder, Tensorflight
Zbigniew Wojna is deep learning researcher and founder of TensorFlight Inc. company providing instant remote commercial property inspection (for risk factors for reinsurance enterprises) based on satellite and street view type imagery. Zbigniew is currently in the final stage of his... Read More →


Friday April 6, 2018 14:00 - 14:30 BST
Level39 - Sandbox 2 Level39, One Canada Square, London