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Towards explaining the generalization gap in neural networks using topological data analysis



Rubén Ballester , Xavier Arnal Clemente , Carles Casacuberta , Meysam Madadi , Ciprian A. Corneanu , Sergio Escalera

* 20 pages, 7 figures 

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Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019



Zhengying Liu , Adrien Pavao , Zhen Xu , Sergio Escalera , Fabio Ferreira , Isabelle Guyon , Sirui Hong , Frank Hutter , Rongrong Ji , Julio C. S. Jacques Junior , Ge Li , Marius Lindauer , Zhipeng Luo , Meysam Madadi , Thomas Nierhoff , Kangning Niu , Chunguang Pan , Danny Stoll , Sebastien Treguer , Jin Wang , Peng Wang , Chenglin Wu , Youcheng Xiong , Arbe r Zela , Yang Zhang

* IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI) 2021 
* The first three authors contributed equally; This is only a draft version 

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Multi-Task Classification of Sewer Pipe Defects and Properties using a Cross-Task Graph Neural Network Decoder



Joakim Bruslund Haurum , Meysam Madadi , Sergio Escalera , Thomas B. Moeslund

* WACV 2022 

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Neural Implicit Surfaces for Efficient and Accurate Collisions in Physically Based Simulations



Hugo Bertiche , Meysam Madadi , Sergio Escalera


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ChaLearn Looking at People: Inpainting and Denoising challenges



Sergio Escalera , Marti Soler , Stephane Ayache , Umut Guclu , Jun Wan , Meysam Madadi , Xavier Baro , Hugo Jair Escalante , Isabelle Guyon

* Inpainting and Denoising Challenges. The Springer Series on Challenges in Machine Learning. Springer, Cham. (2019) 

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Deep unsupervised 3D human body reconstruction from a sparse set of landmarks



Meysam Madadi , Hugo Bertiche , Sergio Escalera

* IJCV (2021) 

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PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space Deformation



Hugo Bertiche , Meysam Madadi , Sergio Escalera


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Physically Based Neural Simulator for Garment Animation



Hugo Bertiche , Meysam Madadi , Sergio Escalera


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DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animation



Hugo Bertiche , Meysam Madadi , Sergio Escalera


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Computing the Testing Error without a Testing Set



Ciprian Corneanu , Meysam Madadi , Sergio Escalera , Aleix Martinez


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