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Sungbin Choi

3 papers hereh-index 11733 citations26 works total

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

author position
  • sole author2
  • middle author1

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

fields
  • cs.LG2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20192022
most citedUtilizing UNet for the future traffic map prediction task Traffic4cast challenge 2020

10 citations · 26 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2022★ 10 cited

Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes

Christian Eichenberger, Moritz Neun, Henry Martin +34

The IARAI Traffic4cast competitions at NeurIPS 2019 and 2020 showed that neural networks can successfully predict future traffic conditions 1 hour into the future on simply aggrega…

cs.CV2020★ 10 cited

Utilizing UNet for the future traffic map prediction task Traffic4cast challenge 2020

Sungbin Choi

This paper describes our UNet based experiments on the Traffic4cast challenge 2020. Similar to the Traffic4cast challenge 2019, the task is to predict traffic flow volume, directio…

cs.LG2019★ 6 cited

Traffic map prediction using UNet based deep convolutional neural network

Sungbin Choi

This paper describes our UNet based deep convolutional neural network approach on the Traffic4cast challenge 2019. Challenges task is to predict future traffic flow volume, heading…

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