Bugs in the Data: How ImageNet Misrepresents Biodiversity

24 August 2022

Papers citing "Bugs in the Data: How ImageNet Misrepresents Biodiversity"

23 / 23 papers shown

Title
Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization Emiliano Penaloza Tianyue H. Zhan Laurent Charlin Mateo Espinosa Zarlenga 40 0 0 25 Apr 2025
Open-Set Recognition of Novel Species in Biodiversity Monitoring Yuyan Chen Nico Lang B. Christian Schmidt Aditya Jain Yves Basset Sara Beery Maxim Larrivée David Rolnick 42 0 0 03 Mar 2025
Flaws of ImageNet, Computer Vision's Favourite Dataset Nikita Kisel Illia Volkov Katerina Hanzelkova Klara Janouskova Jirí Matas VLM 83 1 0 26 Nov 2024
SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image Classification Benjamin Feuer Jiawei Xu Niv Cohen Patrick Yubeaton Govind Mittal Chinmay Hegde 21 1 0 07 Oct 2024
LEMoN: Label Error Detection using Multimodal Neighbors Haoran Zhang Aparna Balagopalan Nassim Oufattole Hyewon Jeong Yan Wu Jiacheng Zhu Marzyeh Ghassemi 42 0 0 10 Jul 2024
Insect Identification in the Wild: The AMI Dataset Aditya Jain Fagner Cunha M. Bunsen Juan Sebastián Canas L. Pasi ... K. P. McFarland David Roy T. Høye Maxim Larrivée David Rolnick 24 3 0 18 Jun 2024
Reverse Image Retrieval Cues Parametric Memory in Multimodal LLMs Jialiang Xu Michael Moor J. Leskovec 27 2 0 29 May 2024
LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate A. Fuller Daniel G. Kyrollos Yousef Yassin James R. Green 34 2 0 22 May 2024
Application-Driven Innovation in Machine Learning David Rolnick Alán Aspuru-Guzik Sara Beery B. Dilkina P. Donti ... Hannah Kerner C. Monteleoni Esther Rolf Milind Tambe Adam White 34 8 0 26 Mar 2024
Leveraging Human-Machine Interactions for Computer Vision Dataset Quality Enhancement Esla Timothy Anzaku Hyesoo Hong Jin-Woo Park Wonjun Yang Kangmin Kim Jongbum Won Deshika Vinoshani Kumari Herath Arnout Van Messem W. D. Neve 15 0 0 31 Jan 2024
Understanding the Detrimental Class-level Effects of Data Augmentation Polina Kirichenko Mark Ibrahim Randall Balestriero Diane Bouchacourt Ramakrishna Vedantam Hamed Firooz Andrew Gordon Wilson 35 12 0 07 Dec 2023
Understanding the Process of Data Labeling in Cybersecurity Tobias Braun Irdin Pekaric Giovanni Apruzzese 20 4 0 28 Nov 2023
Ethosight: A Reasoning-Guided Iterative Learning System for Nuanced Perception based on Joint-Embedding & Contextual Label Affinity Hugo Latapie Shan Yu Patrick Hammer K. Thórisson V. Petrosyan ... Mohsen Imani Mike Archbold Tangrui Li Pei Wang Justin W. Hart VLM 19 0 0 20 Jul 2023
Reflections from the Workshop on AI-Assisted Decision Making for Conservation Lily Xu Esther Rolf Sara Beery J. Bennett T. Berger-Wolf ... P. Moorcroft Jonathan Palmer Andrew Perrault D. Thau Milind Tambe 33 3 0 17 Jul 2023
AnuraSet: A dataset for benchmarking Neotropical anuran calls identification in passive acoustic monitoring Juan Sebastián Canas Maria Paula Toro-Gómez L. S. M. Sugai H. Benítez-Restrepo J. Rudas ... José Luiz Massao Moreira Sugai Carolina Emília dos Santos R. Bastos Diego Llusia J. Ulloa 26 18 0 11 Jul 2023
ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification Mohammad Reza Taesiri Giang Nguyen Sarra Habchi C. Bezemer Anh Totti Nguyen VLM 25 20 0 11 Apr 2023
Fake it till you make it: Learning transferable representations from synthetic ImageNet clones Mert Bulent Sariyildiz Alahari Karteek Diane Larlus Yannis Kalantidis DiffM VLM 28 153 0 16 Dec 2022
Measuring Data Margaret Mitchell A. Luccioni Nathan Lambert Marissa Gerchick Angelina McMillan-Major Ezinwanne Ozoani Nazneen Rajani Tristan Thrush Yacine Jernite Douwe Kiela 25 16 0 09 Dec 2022
Invariant Learning via Diffusion Dreamed Distribution Shifts Priyatham Kattakinda Alexander Levine S. Feizi DiffM 13 9 0 18 Nov 2022
Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality Anuj Diwan Layne Berry Eunsol Choi David F. Harwath Kyle Mahowald CoGe 101 41 0 01 Nov 2022
Metaethical Perspectives on 'Benchmarking' AI Ethics Travis LaCroix A. Luccioni 17 7 0 11 Apr 2022
Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing Boaz Shmueli Jan Fell Soumya Ray Lun-Wei Ku 103 86 0 20 Apr 2021
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,170 0 01 Sep 2014