A data-centric approach for improving ambiguous labels with combined
semi-supervised classification and clustering

A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering

30 June 2021

Simon-Martin Schroder

Claudius Zelenka

Papers citing "A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering"

13 / 13 papers shown

Title
CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning Yilun Liu Shimin Tao Xiaofeng Zhao Ming Zhu Wenbing Ma ... Min Zhang Hongxia Ma Li Zhang Hao-Yu Yang Yanfei Jiang 21 10 0 22 Nov 2023
Image Clustering Conditioned on Text Criteria Sehyun Kwon Jaeseung Park Minkyu Kim Jaewoong Cho Ernest K. Ryu Kangwook Lee VLM 34 11 0 27 Oct 2023
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 16 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 29 3 0 22 May 2023
$Opportunistic hip fracture risk prediction in Men from X-ray: Findings from the Osteoporosis in Men (MrOS) Study$ 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 11 2 0 22 Jul 2022
Beyond Hard Labels: Investigating data label distributions Vasco Grossmann Lars Schmarje Reinhard Koch 14 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 31 34 0 13 Jul 2022
Life is not black and white -- Combining Semi-Supervised Learning with fuzzy labels Lars Schmarje Reinhard Koch 32 2 0 13 Oct 2021
A Data-Centric Approach for Training Deep Neural Networks with Less Data Mohammad Motamedi Nikolay Sakharnykh T. Kaldewey 59 66 0 07 Oct 2021
Deep learning with self-supervision and uncertainty regularization to count fish in underwater images Penny Tarling M. Cantor Albert Clapés Sergio Escalera 51 35 0 30 Apr 2021
SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning Byoungjip Kim Jinho Choo Yeong-Dae Kwon Seongho Joe Seungjai Min Youngjune Gwon SSL 19 52 0 16 Jan 2021
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Junsuk Choe Sanghyuk Chun 384 142 0 13 Jan 2021
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 245 655 0 23 Mar 2020