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BuildSeg: A General Framework for the Segmentation of Buildings


Jan 15, 2023
Lei Li, Tianfang Zhang, Stefan Oehmcke, Fabian Gieseke, Christian Igel

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Mask-FPAN: Semi-Supervised Face Parsing in the Wild With De-Occlusion and UV GAN


Dec 18, 2022
Lei Li, Tianfang Zhang, Stefan Oehmcke, Fabian Gieseke, Christian Igel

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* 9 pages 

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LR-CSNet: Low-Rank Deep Unfolding Network for Image Compressive Sensing


Dec 18, 2022
Tianfang Zhang, Lei Li, Christian Igel, Stefan Oehmcke, Fabian Gieseke, Zhenming Peng

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Energy Consumption-Aware Tabular Benchmarks for Neural Architecture Search


Oct 12, 2022
Pedram Bakhtiarifard, Christian Igel, Raghavendra Selvan

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* Source code at https://github.com/PedramBakh/EC-NAS-Bench 

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Self-Supervised Speech Representation Learning: A Review


May 21, 2022
Abdelrahman Mohamed, Hung-yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, Shinji Watanabe

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Remember to correct the bias when using deep learning for regression!


Mar 30, 2022
Christian Igel, Stefan Oehmcke

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* 8 pages, 3 figures, 2 tables 

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A Brief Overview of Unsupervised Neural Speech Representation Learning


Mar 01, 2022
Lasse Borgholt, Jakob Drachmann Havtorn, Joakim Edin, Lars Maaløe, Christian Igel

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* The 2nd Workshop on Self-supervised Learning for Audio and Speech Processing (SAS) at AAAI 

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Deep Learning Based 3D Point Cloud Regression for Estimating Forest Biomass


Dec 22, 2021
Stefan Oehmcke, Lei Li, Jaime Revenga, Thomas Nord-Larsen, Katerina Trepekli, Fabian Gieseke, Christian Igel

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Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?


Nov 29, 2021
Lasse Borgholt, Jakob Drachmann Havtorn, Mostafa Abdou, Joakim Edin, Lars Maaløe, Anders Søgaard, Christian Igel

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* Under review as a conference paper at ICASSP 2022 

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Chebyshev-Cantelli PAC-Bayes-Bennett Inequality for the Weighted Majority Vote


Jun 25, 2021
Yi-Shan Wu, Andrés R. Masegosa, Stephan S. Lorenzen, Christian Igel, Yevgeny Seldin

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* arXiv admin note: text overlap with arXiv:2007.13532 

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