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researcher

Mark W. Schmidt

23 papers hereh-index 4211.3k citations100 works total

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

author position
  • first author1
  • middle author15
  • last author7

Across the 23 of 23 papers where every author was matched, so the position is known.

fields
  • cs.LG16
  • cs.CV3
  • stat.ML3
  • q-bio.QM1

identity via Semantic Scholar / OpenAlex

activity
20122021
most citedA simpler approach to obtaining an O(1/t) convergence rate for the projected stochastic subgradient method

33 citations · 113 across the 8 of their papers we have counts for

collaborators
Showing cs.CVShow all

3 papers · 1 filter

cs.CV2019★ 33 cited

Where are the Masks: Instance Segmentation with Image-level Supervision

Issam H. Laradji, David Vazquez, Mark Schmidt

A major obstacle in instance segmentation is that existing methods often need many per-pixel labels in order to be effective. These labels require large human effort and for certai…

cs.CV2019★ 13 cited

Instance Segmentation with Point Supervision

Issam H. Laradji, Negar Rostamzadeh, Pedro O. Pinheiro +2

Instance segmentation methods often require costly per-pixel labels. We propose a method that only requires point-level annotations. During training, the model only has access to a…

cs.CV2018

Where are the Blobs: Counting by Localization with Point Supervision

Issam H. Laradji, Negar Rostamzadeh, Pedro O. Pinheiro +2

Object counting is an important task in computer vision due to its growing demand in applications such as surveillance, traffic monitoring, and counting everyday objects. State-of-…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.