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C. Fernandez‐Granda

47 papers hereh-index 245.6k citations78 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author26
  • last author20

Across the 46 of 47 papers where every author was matched, so the position is known.

fields
  • cs.CV13
  • cs.LG13
  • physics.ao-ph8
  • eess.IV3
  • cond-mat.mtrl-sci2
  • cs.AI2

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedEarly-Learning Regularization Prevents Memorization of Noisy Labels

261 citations · 600 across the 44 of their papers we have counts for

collaborators
Showing eess.IVShow all

3 papers · 1 filter

eess.IV2020

Unsupervised Deep Video Denoising

Dev Yashpal Sheth, Sreyas Mohan, Joshua L. Vincent +5

Deep convolutional neural networks (CNNs) for video denoising are typically trained with supervision, assuming the availability of clean videos. However, in many applications, such…

eess.IV2019★ 12 cited

On the design of convolutional neural networks for automatic detection of Alzheimer's disease

Sheng Liu, Chhavi Yadav, Carlos Fernandez-Granda +1

Early detection is a crucial goal in the study of Alzheimer's Disease (AD). In this work, we describe several techniques to boost the performance of 3D deep convolutional neural ne…

eess.IV2019★ 34 cited

Robust and interpretable blind image denoising via bias-free convolutional neural networks

Sreyas Mohan, Zahra Kadkhodaie, Eero P. Simoncelli +1

Deep convolutional networks often append additive constant ("bias") terms to their convolution operations, enabling a richer repertoire of functional mappings. Biases are also used…

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