Human-Aided Saliency Maps Improve Generalization of Deep Learning

7 May 2021

Papers citing "Human-Aided Saliency Maps Improve Generalization of Deep Learning"

20 / 20 papers shown

Title
Almost Right: Making First-layer Kernels Nearly Orthogonal Improves Model Generalization Colton R. Crum Adam Czajka OOD 60 0 0 23 Apr 2025
Psych-Occlusion: Using Visual Psychophysics for Aerial Detection of Occluded Persons during Search and Rescue Arturo Miguel Russell Bernal J. Cleland-Huang Walter J. Scheirer 65 0 0 07 Dec 2024
Training Better Deep Learning Models Using Human Saliency Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka 32 0 0 21 Oct 2024
Increasing Interpretability of Neural Networks By Approximating Human Visual Saliency Aidan Boyd M. Trabelsi H. Uzunalioglu Dan Kushnir FAtt 26 0 0 21 Oct 2024
Mitigating Bias Using Model-Agnostic Data Attribution Sander De Coninck Wei-Cheng Wang Sam Leroux Pieter Simoens 29 1 0 08 May 2024
Grains of Saliency: Optimizing Saliency-based Training of Biometric Attack Detection Models Colton R. Crum Samuel Webster Adam Czajka AAML CVBM 39 2 0 01 May 2024
ViSaRL: Visual Reinforcement Learning Guided by Human Saliency Anthony Liang Jesse Thomason Erdem Biyik 24 7 0 16 Mar 2024
Taking Training Seriously: Human Guidance and Management-Based Regulation of Artificial Intelligence C. Coglianese Colton R. Crum FaML 29 2 0 13 Feb 2024
MENTOR: Human Perception-Guided Pretraining for Increased Generalization Colton R. Crum Adam Czajka 51 1 0 30 Oct 2023
Iris Liveness Detection Competition (LivDet-Iris) -- The 2023 Edition Patrick J. Tinsley Sandip Purnapatra Mahsa Mitcheff Aidan Boyd Colton R. Crum ... Guangzhe Zhao Juan Tapia Christoph Busch Carlos Aravena Daniel Schulz VLM 52 8 0 06 Oct 2023
Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training Colton R. Crum Aidan Boyd Kevin W. Bowyer A. Czajka 15 7 0 08 Jun 2023
Feature Chirality in Deep Learning Models Shipeng Ji Yang Li Ruizhi Fu Jiabao Wang Zhuang Miao SSL 11 0 0 06 May 2023
Explain To Me: Salience-Based Explainability for Synthetic Face Detection Models Colton R. Crum Patrick J. Tinsley Aidan Boyd Jacob Piland Christopher Sweet Timothy D. Kelley Kevin W. Bowyer A. Czajka CVBM XAI AAML FAtt 16 6 0 21 Mar 2023
Synthesizing Human Gaze Feedback for Improved NLP Performance Varun Khurana Yaman Kumar Singla Nora Hollenstein R. Kumar Balaji Krishnamurthy 11 15 0 11 Feb 2023
Deep Learning for Iris Recognition: A Survey Kien X. Nguyen Hugo Proencca F. Alonso-Fernandez VLM 3DV 18 49 0 12 Oct 2022
The Value of AI Guidance in Human Examination of Synthetically-Generated Faces Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka CVBM 19 9 0 22 Aug 2022
Improving generalization by mimicking the human visual diet Spandan Madan You Li Mengmi Zhang Hanspeter Pfister Gabriel Kreiman 17 2 0 15 Jun 2022
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka CVBM 25 38 0 01 Dec 2021
Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning ByungSoo Ko Geonmo Gu 77 53 0 05 Mar 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 283 10,613 0 19 Feb 2017