Making Better Mistakes: Leveraging Class Hierarchies with Deep Networks

19 December 2019

Luca Bertinetto

Romain Mueller

Konstantinos Tertikas

Papers citing "Making Better Mistakes: Leveraging Class Hierarchies with Deep Networks"

24 / 74 papers shown

Title
Prototype Based Classification from Hierarchy to Fairness Mycal Tucker J. Shah FaML 19 6 0 27 May 2022
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework Shu Zhen Zhang Ran Xu Caiming Xiong Chetan Ramaiah SSL 25 68 0 27 Apr 2022
The Tree Loss: Improving Generalization with Many Classes Yujie Wang Michael Izbicki 17 1 0 16 Apr 2022
Deep Hierarchical Semantic Segmentation Liulei Li Tianfei Zhou Wenguan Wang Jianwu Li Yi Yang SSeg 45 130 0 27 Mar 2022
Integrating Language Guidance into Vision-based Deep Metric Learning Karsten Roth Oriol Vinyals Zeynep Akata VLM 14 29 0 16 Mar 2022
Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks Nicola Garau N. Bisagno Zeno Sambugaro Nicola Conci 32 21 0 07 Mar 2022
Encoding Hierarchical Information in Neural Networks helps in Subpopulation Shift Amitangshu Mukherjee Isha Garg Kaushik Roy 14 5 0 20 Dec 2021
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep Classifiers Renzhen Wang De cai Kaiwen Xiao Xixi Jia Xiao Han Deyu Meng 30 1 0 04 Dec 2021
HIERMATCH: Leveraging Label Hierarchies for Improving Semi-Supervised Learning Ashima Garg Shaurya Bagga Yashvardhan Singh Saket Anand 22 12 0 30 Oct 2021
Bottom-up Hierarchical Classification Using Confusion-based Logit Compression Tong Liang Jim Davis R. Ilin 9 0 0 05 Oct 2021
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images Galadrielle Humblot-Renaux Letizia Marchegiani T. Moeslund Rikke Gade SSeg EgoV 34 15 0 15 Sep 2021
Improving Dietary Assessment Via Integrated Hierarchy Food Classification Runyu Mao Jiangpeng He Luotao Lin Zeman Shao H. Eicher-Miller F. Zhu 6 17 0 06 Sep 2021
A Hierarchical Assessment of Adversarial Severity Guillaume Jeanneret Juan Pérez Pablo Arbeláez AAML 22 2 0 26 Aug 2021
United We Learn Better: Harvesting Learning Improvements From Class Hierarchies Across Tasks Sindi Shkodrani Yu Wang M. Manfredi N. Baka 21 4 0 28 Jul 2021
What Remains of Visual Semantic Embeddings Yue Jiao Jonathon S. Hare Adam Prugel-Bennett VLM 11 0 0 26 Jul 2021
Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Hugo Flores Garcia Aldo Aguilar Ethan Manilow Bryan Pardo 46 32 0 14 Jul 2021
MMF: Multi-Task Multi-Structure Fusion for Hierarchical Image Classification Xiaoni Li Yucan Zhou Yu Zhou Weiping Wang 11 10 0 02 Jul 2021
Graceful Degradation and Related Fields J. Dymond 31 4 0 21 Jun 2021
No Cost Likelihood Manipulation at Test Time for Making Better Mistakes in Deep Networks Shyamgopal Karthik Ameya Prabhu P. Dokania Vineet Gandhi 14 21 0 01 Apr 2021
Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge C. Brust Björn Barz Joachim Denzler NoLa 21 5 0 13 Oct 2020
Leveraging Class Hierarchies with Metric-Guided Prototype Learning Vivien Sainte Fare Garnot Loic Landrieu 9 33 0 06 Jul 2020
Facing the Hard Problems in FGVC Connor Anderson M. Gwilliam Adam Teuscher Andrew Merrill Ryan Farrell 23 5 1 23 Jun 2020
Hierarchical Class-Based Curriculum Loss Palash Goyal Shalini Ghosh 22 8 0 05 Jun 2020
Exploiting Temporal Coherence for Multi-modal Video Categorization Palash Goyal Saurabh Sahu Shalini Ghosh Chul Lee 20 1 0 07 Feb 2020