Search Results for author: Eric Mintun

Found 4 papers, 3 papers with code

Early Convolutions Help Transformers See Better

1 code implementation NeurIPS 2021 Tete Xiao, Mannat Singh, Eric Mintun, Trevor Darrell, Piotr Dollár, Ross Girshick

To test whether this atypical design choice causes an issue, we analyze the optimization behavior of ViT models with their original patchify stem versus a simple counterpart where we replace the ViT stem by a small number of stacked stride-two 3*3 convolutions.

On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness

1 code implementation NeurIPS 2021 Eric Mintun, Alexander Kirillov, Saining Xie

Invariance to a broad array of image corruptions, such as warping, noise, or color shifts, is an important aspect of building robust models in computer vision.

Is Robustness Robust? On the interaction between augmentations and corruptions

no code implementations1 Jan 2021 Eric Mintun, Alexander Kirillov, Saining Xie

Invariance to a broad array of image corruptions, such as warping, noise, or color shifts, is an important aspect of building robust models in computer vision.

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