Search Results for author: Edo Collins

Found 6 papers, 3 papers with code

Preconditioned Spectral Descent for Deep Learning

no code implementations NeurIPS 2015 David E. Carlson, Edo Collins, Ya-Ping Hsieh, Lawrence Carin, Volkan Cevher

These challenges include, but are not limited to, the non-convexity of learning objectives and estimating the quantities needed for optimization algorithms, such as gradients.

Detecting Memorization in ReLU Networks

no code implementations ICLR 2019 Edo Collins, Siavash Arjomand Bigdeli, Sabine Süsstrunk

We propose a new notion of `non-linearity' of a network layer with respect to an input batch that is based on its proximity to a linear system, which is reflected in the non-negative rank of the activation matrix.

Memorization

Editing in Style: Uncovering the Local Semantics of GANs

2 code implementations CVPR 2020 Edo Collins, Raja Bala, Bob Price, Sabine Süsstrunk

Focusing on StyleGAN, we introduce a simple and effective method for making local, semantically-aware edits to a target output image.

Disentanglement Image Generation

NeRF-GAN Distillation for Efficient 3D-Aware Generation with Convolutions

1 code implementation22 Mar 2023 Mohamad Shahbazi, Evangelos Ntavelis, Alessio Tonioni, Edo Collins, Danda Pani Paudel, Martin Danelljan, Luc van Gool

Pose-conditioned convolutional generative models struggle with high-quality 3D-consistent image generation from single-view datasets, due to their lack of sufficient 3D priors.

Image Generation Inductive Bias

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