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Thu H Nguyen-Phuoc

2 accepted papers

2020

BlockGAN: Learning 3D Object-aware Scene Representations from Unlabelled Images

NeurIPS 2020poster

We present BlockGAN, an image generative model that learns object-aware 3D scene representations directly from unlabelled 2D images. Current work on scene representation learning either ignores scene background or treats the whole scene as one object. Meanwhile, work that considers scene composition…

2018

RenderNet: A deep convolutional network for differentiable rendering from 3D shapes

NeurIPS 2018poster

Traditional computer graphics rendering pipelines are designed for procedurally generating 2D images from 3D shapes with high performance. The nondifferentiability due to discrete operations (such as visibility computation) makes it hard to explicitly correlate rendering parameters and the resulting…

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