Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels
with Overclustering and Inverse Cross-Entropy

Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels with Overclustering and Inverse Cross-Entropy

13 October 2021

Johannes Brunger

Simon-Martin Schroder

Papers citing "Fuzzy Overclustering: Semi-Supervised Classification of Fuzzy Labels with Overclustering and Inverse Cross-Entropy"

13 / 13 papers shown

Title
Self-Supervised Pretraining for Fine-Grained Plankton Recognition Joona Kareinen T. Eerola K. Kraft L. Lensu S. Suikkanen Heikki Kälviäinen SSL 174 0 0 14 Mar 2025
Annotating Ambiguous Images: General Annotation Strategy for High-Quality Data with Real-World Biomedical Validation Lars Schmarje Vasco Grossmann Claudius Zelenka Johannes Brunger Reinhard Koch 27 1 0 21 Jun 2023
Label Smarter, Not Harder: CleverLabel for Faster Annotation of Ambiguous Image Classification with Higher Quality Lars Schmarje Vasco Grossmann Tim Michels Jakob Nazarenus M. Santarossa Claudius Zelenka Reinhard Koch 42 3 0 22 May 2023
Survey of Automatic Plankton Image Recognition: Challenges, Existing Solutions and Future Perspectives T. Eerola Daniel Batrakhanov Nastaran Vatankhah Barazandeh K. Kraft Lumi Haraguchi L. Lensu S. Suikkanen Jukka Seppälä T. Tamminen Heikki Kälviäinen 22 11 0 19 May 2023
Ambiguous Images With Human Judgments for Robust Visual Event Classification Kate Sanders Reno Kriz Anqi Liu Benjamin Van Durme 65 12 0 06 Oct 2022
$Opportunistic hip fracture risk prediction in Men from X-ray: Findings from the Osteoporosis in Men (MrOS) Study$ Opportunistic hip fracture risk prediction in Men from X-ray: Findings from the Osteoporosis in Men (MrOS) Study Lars Schmarje Stefan Reinhold T. Damm E. Orwoll C. Glüer Reinhard Koch AI4CE OOD 18 2 0 22 Jul 2022
Beyond Hard Labels: Investigating data label distributions Vasco Grossmann Lars Schmarje Reinhard Koch 21 11 0 13 Jul 2022
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation Lars Schmarje Vasco Grossmann Claudius Zelenka S. Dippel R. Kiko ... M. Pastell J. Stracke A. Valros N. Volkmann Reinahrd Koch 43 34 0 13 Jul 2022
Life is not black and white -- Combining Semi-Supervised Learning with fuzzy labels Lars Schmarje Reinhard Koch 37 2 0 13 Oct 2021
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering Lars Schmarje M. Santarossa Simon-Martin Schroder Claudius Zelenka R. Kiko J. Stracke N. Volkmann Reinhard Koch 30 10 0 30 Jun 2021
Deep learning with self-supervision and uncertainty regularization to count fish in underwater images Penny Tarling M. Cantor Albert Clapés Sergio Escalera 65 35 0 30 Apr 2021
MorphoCluster: Efficient Annotation of Plankton images by Clustering Simon-Martin Schroder R. Kiko Reinhard Koch 37 46 0 04 May 2020
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 209 292 0 01 May 2018