Search Results for author: Edo Collins

Found 4 papers, 2 papers with code

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

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.

Deep Feature Factorization For Concept Discovery

2 code implementations ECCV 2018 Edo Collins, Radhakrishna Achanta, Sabine Süsstrunk

We propose Deep Feature Factorization (DFF), a method capable of localizing similar semantic concepts within an image or a set of images.

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.

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