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Best Practices in Active Learning for Semantic Segmentation
v1v2 (latest)

Best Practices in Active Learning for Semantic Segmentation

8 February 2023
Sudhanshu Mittal
J. Niemeijer
Jörg P. Schäfer
Thomas Brox
    VLM
ArXiv (abs)PDFHTML

Papers citing "Best Practices in Active Learning for Semantic Segmentation"

7 / 7 papers shown
Title
Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
Jeongin Kim
Wonho Bae
YouLee Han
Giyeong Oh
Youngjae Yu
Danica J. Sutherland
Junhyug Noh
DiffM
128
0
0
25 Oct 2025
Bayesian Active Learning for Semantic Segmentation
Bayesian Active Learning for Semantic Segmentation
Sima Didari
Wenjun Hu
Jae Oh Woo
Heng Hao
Hankyu Moon
Seungjai Min
341
5
0
03 Aug 2024
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image
  Classification
TSynD: Targeted Synthetic Data Generation for Enhanced Medical Image Classification
Joshua Niemeijer
J. Ehrhardt
H. Uzunova
Heinz Handels
OODDiffMMedIm
212
0
0
25 Jun 2024
Making Better Use of Unlabelled Data in Bayesian Active Learning
Making Better Use of Unlabelled Data in Bayesian Active Learning
Freddie Bickford-Smith
Adam Foster
Tom Rainforth
220
7
0
26 Apr 2024
Key Patch Proposer: Key Patches Contain Rich Information
Key Patch Proposer: Key Patches Contain Rich Information
Jing Xu
Beiwen Tian
Hao Zhao
VLM
149
0
0
18 Feb 2024
ValUES: A Framework for Systematic Validation of Uncertainty Estimation
  in Semantic Segmentation
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic SegmentationInternational Conference on Learning Representations (ICLR), 2024
Kim-Celine Kahl
Carsten T. Lüth
M. Zenk
Klaus Maier-Hein
Paul F. Jaeger
UQCV
269
23
0
16 Jan 2024
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
Hyperbolic Active Learning for Semantic Segmentation under Domain ShiftInternational Conference on Machine Learning (ICML), 2023
Luca Franco
Paolo Mandica
Konstantinos Kallidromitis
Devin Guillory
Yu-Teng Li
Trevor Darrell
Fabio Galasso
249
14
0
19 Jun 2023
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