A Deeper Look at Dataset Bias

6 May 2015

Tinne Tuytelaars

Papers citing "A Deeper Look at Dataset Bias"

50 / 56 papers shown

Title
Artificial Intelligence and Deep Learning Algorithms for Epigenetic Sequence Analysis: A Review for Epigeneticists and AI Experts Muhammad Tahir Mahboobeh Norouzi Shehroz S. Khan James Davie Soichiro Yamanaka A. Ashraf 35 1 0 01 Apr 2025
Constructing Fair Latent Space for Intersection of Fairness and Explainability Hyungjun Joo Hyeonggeun Han Sehwan Kim Sangwoo Hong Jungwoo Lee 47 0 0 23 Dec 2024
A Decade's Battle on Dataset Bias: Are We There Yet? Zhuang Liu Kaiming He 47 28 0 13 Mar 2024
Open-World Semantic Segmentation Including Class Similarity Matteo Sodano Federico Magistri Lucas Nunes Jens Behley C. Stachniss VLM 42 8 0 12 Mar 2024
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Gyudong Kim Mehdi Ghasemi Soroush Heidari Seungryong Kim Young Geun Kim S. Vrudhula Carole-Jean Wu 34 1 0 07 Mar 2024
Ranking Loss and Sequestering Learning for Reducing Image Search Bias in Histopathology Pooria Mazaheri Azam Asilian Bidgoli Shahryar Rahnamayan H. R. Tizhoosh OOD 32 6 0 15 Apr 2023
Do We Train on Test Data? The Impact of Near-Duplicates on License Plate Recognition Rayson Laroca Valter Estevam A. Britto Rodrigo Minetto David Menotti 30 10 0 10 Apr 2023
Look Beyond Bias with Entropic Adversarial Data Augmentation Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Liming Chen CML 35 4 0 10 Jan 2023
Few-Shot Meta Learning for Recognizing Facial Phenotypes of Genetic Disorders Ömer Sümer Fabio Hellmann Alexander Hustinx Tzung-Chien Hsieh Elisabeth André P. Krawitz CVBM 19 7 0 23 Oct 2022
Can Language Representation Models Think in Bets? Zhi–Bin Tang Mayank Kejriwal 15 6 0 14 Oct 2022
Towards Inclusive HRI: Using Sim2Real to Address Underrepresentation in Emotion Expression Recognition Saba Akhyani Mehryar Abbasi Boroujeni Mo Chen Angelica Lim 44 4 0 15 Aug 2022
Is the U-Net Directional-Relationship Aware? M. Riva Pietro Gori Florian Yger Isabelle Bloch 16 1 0 06 Jul 2022
Uncovering bias in the PlantVillage dataset Mehmet A. Noyan 28 18 0 09 Jun 2022
Unsupervised Learning of Unbiased Visual Representations C. Barbano Enzo Tartaglione Marco Grangetto SSL CML OOD 37 1 0 26 Apr 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 45 250 0 07 Mar 2022
Right for the Right Latent Factors: Debiasing Generative Models via Disentanglement Xiaoting Shao Karl Stelzner Kristian Kersting CML DRL 29 3 0 01 Feb 2022
Cascaded Asymmetric Local Pattern: A Novel Descriptor for Unconstrained Facial Image Recognition and Retrieval Soumendu Chakraborty S. Singh P. Chakraborty CVBM 16 9 0 03 Jan 2022
Local Quadruple Pattern: A Novel Descriptor for Facial Image Recognition and Retrieval Soumendu Chakraborty S. Singh P. Chakraborty CVBM 11 53 0 03 Jan 2022
Centre Symmetric Quadruple Pattern: A Novel Descriptor for Facial Image Recognition and Retrieval Soumendu Chakraborty S. Singh P. Chakraborty CVBM 19 38 0 03 Jan 2022
On the Cross-dataset Generalization in License Plate Recognition Rayson Laroca Everton VIlhena Cardoso D. Lucio Valter Estevam David Menotti 31 42 0 02 Jan 2022
Neuro-Symbolic Hierarchical Rule Induction Claire Glanois Xuening Feng Zhaohui Jiang Paul Weng Matthieu Zimmer Dong Li Wulong Liu NAI 36 23 0 26 Dec 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation Korawat Tanwisuth Xinjie Fan Huangjie Zheng Shujian Zhang A. Leon-Garcia Bo Chen Mingyuan Zhou 55 102 0 22 Oct 2021
IFBiD: Inference-Free Bias Detection Ignacio Serna Daniel DeAlcala Aythami Morales Julian Fierrez J. Ortega-Garcia CVBM 39 11 0 09 Sep 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 32 80 0 19 Aug 2021
A Survey on Open Set Recognition Atefeh Mahdavi Marco M. Carvalho BDL 29 35 0 18 Aug 2021
PERSA+: A Deep Learning Front-End for Context-Agnostic Audio Classification Lazaros Vrysis Iordanis Thoidis Charalampos A. Dimoulas G. Papanikolaou VLM 36 0 0 20 Jul 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 132 122 0 16 Jul 2021
Projection-wise Disentangling for Fair and Interpretable Representation Learning: Application to 3D Facial Shape Analysis Xianjing Liu Bo-wen Li Esther E. Bron W. Niessen E. Wolvius Gennady Roshchupkin CVBM 32 9 0 25 Jun 2021
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 26 123 0 02 Mar 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 48 170 0 13 Jan 2021
Deep Visual Domain Adaptation G. Csurka OOD 141 185 0 28 Dec 2020
Unveiling Real-Life Effects of Online Photo Sharing V. Nguyen Adrian Daniel Popescu Jérôme Deshayes-Chossart 25 4 0 24 Dec 2020
Towards All-around Knowledge Transferring: Learning From Task-irrelevant Labels Hai-Tao Zheng Ruiyang Liu Zihao Zhang Ning Ding Ying Shen Li Tao Haitao Zheng 21 0 0 17 Nov 2020
Dataset artefacts in anti-spoofing systems: a case study on the ASVspoof 2017 benchmark Bhusan Chettri Emmanouil Benetos Bob L. T. Sturm 34 27 0 15 Oct 2020
A non-discriminatory approach to ethical deep learning Enzo Tartaglione Marco Grangetto 21 3 0 04 Aug 2020
Self-training Avoids Using Spurious Features Under Domain Shift Yining Chen Colin Wei Ananya Kumar Tengyu Ma OOD 29 84 0 17 Jun 2020
Cascaded deep monocular 3D human pose estimation with evolutionary training data Shichao Li Lei Ke Kevin Pratama Yu-Wing Tai Chi-Keung Tang Kwang-Ting Cheng 3DH 19 155 0 14 Jun 2020
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study Biao Gao Yancheng Pan Chengkun Li Sibo Geng Huijing Zhao 3DPC 21 25 0 08 Jun 2020
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study Markos Georgopoulos Yannis Panagakis M. Pantic 26 35 0 15 May 2020
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 43 371 0 30 Apr 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 28 125 0 16 Feb 2020
Fair Generative Modeling via Weak Supervision Kristy Choi Aditya Grover Trisha Singh Rui Shu Stefano Ermon 36 133 0 26 Oct 2019
MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design Mayoore S. Jaiswal Bumboo Kang Jinho Lee Minsik Cho 21 2 0 15 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Adversarial Learning and Self-Teaching Techniques for Domain Adaptation in Semantic Segmentation Umberto Michieli Matteo Biasetton Gianluca Agresti Pietro Zanuttigh GAN 13 58 0 02 Sep 2019
Does Object Recognition Work for Everyone? Terrance Devries Ishan Misra Changhan Wang L. V. D. van der Maaten 42 262 0 06 Jun 2019
Unsupervised Adversarial Domain Adaptation Based On The Wasserstein Distance For Acoustic Scene Classification K. Drossos P. Magron Tuomas Virtanen 24 37 0 24 Apr 2019
REPAIR: Removing Representation Bias by Dataset Resampling Yi Li Nuno Vasconcelos FaML 6 284 0 16 Apr 2019
EAT-NAS: Elastic Architecture Transfer for Accelerating Large-scale Neural Architecture Search Jiemin Fang Yukang Chen Xinbang Zhang Qian Zhang Chang Huang Gaofeng Meng Wenyu Liu Xinggang Wang 36 24 0 17 Jan 2019
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation Rob Romijnders Panagiotis Meletis Gijs Dubbelman AI4CE 21 27 0 14 Sep 2018