Neglected Free Lunch -- Learning Image Classifiers Using Annotation Byproducts

30 March 2023

Dongyoon Han

Junsuk Choe

Dante Chun

John Joon Young Chung

Papers citing "Neglected Free Lunch -- Learning Image Classifiers Using Annotation Byproducts"

50 / 72 papers shown

Title
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models Frederik Pahde Maximilian Dreyer Wojciech Samek Sebastian Lapuschkin 16 16 0 22 Mar 2023
Synthesizing Human Gaze Feedback for Improved NLP Performance Varun Khurana Yaman Kumar Singla Nora Hollenstein R. Kumar Balaji Krishnamurthy 30 17 0 11 Feb 2023
Using Human Perception to Regularize Transfer Learning Justin Dulay Walter J. Scheirer 40 8 0 15 Nov 2022
Harmonizing the object recognition strategies of deep neural networks with humans Thomas Fel Ivan Felipe Drew Linsley Thomas Serre 42 77 0 08 Nov 2022
From colouring-in to pointillism: revisiting semantic segmentation supervision Rodrigo Benenson V. Ferrari VLM 43 20 0 25 Oct 2022
Optimizing Relevance Maps of Vision Transformers Improves Robustness Hila Chefer Idan Schwartz Lior Wolf ViT 80 38 0 02 Jun 2022
On Guiding Visual Attention with Language Specification Suzanne Petryk Lisa Dunlap Keyan Nasseri Joseph E. Gonzalez Trevor Darrell Anna Rohrbach VLM 224 31 1 17 Feb 2022
Aligning Eyes between Humans and Deep Neural Network through Interactive Attention Alignment Yuyang Gao Tong Sun Liang Zhao Sungsoo Ray Hong HAI 56 38 0 06 Feb 2022
What to Learn, and How: Toward Effective Learning from Rationales Samuel Carton Surya Kanoria Chenhao Tan 79 23 0 30 Nov 2021
Human Attention in Fine-grained Classification Yao Rong Wenjia Xu Zeynep Akata Enkelejda Kasneci 77 36 0 02 Nov 2021
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 264 243 1 10 Sep 2021
Connecting What to Say With Where to Look by Modeling Human Attention Traces Zihang Meng Licheng Yu Ning Zhang Tamara L. Berg Babak Damavandi Vikas Singh Amy Bearman 117 25 0 12 May 2021
A survey of image labelling for computer vision applications Christoph Sager Christian Janiesch Patrick Zschech VLM 56 68 0 18 Apr 2021
Refining Language Models with Compositional Explanations Huihan Yao Ying Chen Qinyuan Ye Xisen Jin Xiang Ren 31 35 0 18 Mar 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 306 6,657 0 23 Dec 2020
Generating Image Descriptions via Sequential Cross-Modal Alignment Guided by Human Gaze Ece Takmaz Sandro Pezzelle Lisa Beinborn Raquel Fernández 51 23 0 09 Nov 2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 103 684 0 06 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 408 40,217 0 22 Oct 2020
UFO $^2$ : A Unified Framework towards Omni-supervised Object Detection Zhongzheng Ren Zhiding Yu Xiaodong Yang Xuan Li Alex Schwing Jan Kautz ObjD 262 36 0 21 Oct 2020
Improving Natural Language Processing Tasks with Human Gaze-Guided Neural Attention Ekta Sood Simon Tannert Philipp Mueller Andreas Bulling 41 73 0 15 Oct 2020
On Robustness and Transferability of Convolutional Neural Networks Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 35 154 0 16 Jul 2020
Robustness to Spurious Correlations via Human Annotations Megha Srivastava Tatsunori Hashimoto Percy Liang CML OOD 41 89 0 13 Jul 2020
Concept Bottleneck Models Pang Wei Koh Thao Nguyen Y. S. Tang Stephen Mussmann Emma Pierson Been Kim Percy Liang 87 807 0 09 Jul 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 261 1,715 0 29 Jun 2020
Noise or Signal: The Role of Image Backgrounds in Object Recognition Kai Y. Xiao Logan Engstrom Andrew Ilyas Aleksander Madry 119 384 0 17 Jun 2020
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 107 398 0 12 Jun 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 188 2,023 0 16 Apr 2020
Evaluating Weakly Supervised Object Localization Methods Right Junsuk Choe Seong Joon Oh Seungho Lee Sanghyuk Chun Zeynep Akata Hyunjung Shim WSOL 345 188 0 21 Jan 2020
Mimetics: Towards Understanding Human Actions Out of Context Philippe Weinzaepfel Grégory Rogez 38 72 0 16 Dec 2019
Connecting Vision and Language with Localized Narratives Jordi Pont-Tuset J. Uijlings Soravit Changpinyo Radu Soricut V. Ferrari ObjD 65 245 0 06 Dec 2019
12-in-1: Multi-Task Vision and Language Representation Learning Jiasen Lu Vedanuj Goswami Marcus Rohrbach Devi Parikh Stefan Lee VLM ObjD 66 476 0 05 Dec 2019
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 364 277 0 07 Oct 2019
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Mor Geva Yoav Goldberg Jonathan Berant 314 325 0 21 Aug 2019
Human uncertainty makes classification more robust Joshua C. Peterson Ruairidh M. Battleday Thomas Griffiths Olga Russakovsky OOD 34 299 0 19 Aug 2019
LVIS: A Dataset for Large Vocabulary Instance Segmentation Agrim Gupta Piotr Dollár Ross B. Girshick ISeg VLM 90 1,352 0 08 Aug 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt D. Song OODD 178 1,454 0 16 Jul 2019
RUBi: Reducing Unimodal Biases in Visual Question Answering Rémi Cadène Corentin Dancette H. Ben-younes Matthieu Cord Devi Parikh CML 72 373 0 24 Jun 2019
Learning Robust Global Representations by Penalizing Local Predictive Power Haohan Wang Songwei Ge Eric Xing Zachary Chase Lipton OOD 82 951 0 29 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 587 4,735 0 13 May 2019
GradMask: Reduce Overfitting by Regularizing Saliency B. Simpson Francis Dutil Yoshua Bengio Joseph Paul Cohen MedIm 38 24 0 16 Apr 2019
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Jiwoon Ahn Sunghyun Cho Suha Kwak ISeg SSeg 139 541 0 10 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 109 3,399 0 28 Mar 2019
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn Sebastian Lapuschkin S. Wäldchen Alexander Binder G. Montavon Wojciech Samek K. Müller 74 1,005 0 26 Feb 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 88 1,693 0 13 Feb 2019
Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation Rakshith Shetty Bernt Schiele Mario Fritz 49 83 0 17 Dec 2018
NSML: Meet the MLaaS platform with a real-world case study Hanjoo Kim Minkyu Kim Dongjoo Seo Jinwoong Kim Heungseok Park ... KyungHyun Kim Youngil Yang Youngkwan Kim Nako Sung Jung-Woo Ha 40 131 0 08 Oct 2018
Deep Learning under Privileged Information Using Heteroscedastic Dropout John Lambert Ozan Sener Silvio Savarese 23 85 0 29 May 2018
Training Classifiers with Natural Language Explanations Braden Hancock P. Varma Stephanie Wang Martin Bringmann Percy Liang Christopher Ré FAtt 48 152 0 10 May 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 78 1,209 0 23 Apr 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 251 9,687 0 25 Oct 2017