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researcher

Byungmoon Kim

4 papers hereh-index 191.6k citations53 works total

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

author position
  • middle author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CV2
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20182020
most citedPaintBot: A Reinforcement Learning Approach for Natural Media Painting

8 citations · 8 across the 1 of their papers we have counts for

collaborators

4 papers

cs.LG2020

Proximal Policy Gradient: PPO with Policy Gradient

Ju-Seung Byun, Byungmoon Kim, Huamin Wang

In this paper, we propose a new algorithm PPG (Proximal Policy Gradient), which is close to both VPG (vanilla policy gradient) and PPO (proximal policy optimization). The PPG objec…

cs.LG2019

LPaintB: Learning to Paint from Self-Supervision

Biao Jia, Jonathan Brandt, Radomir Mech +2

We present a novel reinforcement learning-based natural media painting algorithm. Our goal is to reproduce a reference image using brush strokes and we encode the objective through…

cs.CV2019★ 8 cited

PaintBot: A Reinforcement Learning Approach for Natural Media Painting

Biao Jia, Chen Fang, Jonathan Brandt +2

We propose a new automated digital painting framework, based on a painting agent trained through reinforcement learning. To synthesize an image, the agent selects a sequence of con…

cs.CV2018

Learning to Sketch with Deep Q Networks and Demonstrated Strokes

Tao Zhou, Chen Fang, Zhaowen Wang +5

Doodling is a useful and common intelligent skill that people can learn and master. In this work, we propose a two-stage learning framework to teach a machine to doodle in a simula…

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