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Nat Roth

3 papers hereh-index 17 citations3 works total

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

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CV2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedMulti-class segmentation under severe class imbalance: A case study in roof damage assessment

8 citations · 8 across the 3 of their papers we have counts for

collaborators

3 papers

cs.CV2020★ 8 cited

Multi-class segmentation under severe class imbalance: A case study in roof damage assessment

Jean-Baptiste Boin, Nat Roth, Jigar Doshi +2

The task of roof damage classification and segmentation from overhead imagery presents unique challenges. In this work we choose to address the challenge posed due to strong class…

cs.CV2020

One of these (Few) Things is Not Like the Others

Nat Roth, Justin Wagle

To perform well, most deep learning based image classification systems require large amounts of data and computing resources. These constraints make it difficult to quickly persona…

cs.LG2018

Sometimes You Want to Go Where Everybody Knows your Name

Reuben Brasher, Nat Roth, Justin Wagle

We introduce a new metric for measuring how well a model personalizes to a user's specific preferences. We define personalization as a weighting between performance on user specifi…

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