Computer Vision and Pattern Recognition · Computer Science
A Strong Baseline for the VIPriors Data-Efficient Image Classification Challenge
Björn Barz, Lorenzo Brigato, Luca Iocchi, Joachim Denzler
2021-09-29
Computer Vision and Pattern Recognition · Computer Science
VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Robert-Jan Bruintjes, Attila Lengyel, Marcos Baptista Rios, Osman Semih Kayhan +1
2021-03-08
Computer Vision and Pattern Recognition · Computer Science
The Second Place Solution for ICCV2021 VIPriors Instance Segmentation Challenge
Bo Yan, Fengliang Qi, Leilei Cao, Hongbin Wang
2021-12-03
Computer Vision and Pattern Recognition · Computer Science
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning
Mingle Xu, Sook Yoon, Alvaro Fuentes, Dong Sun Park
2023-05-31
Computer Vision and Pattern Recognition · Computer Science
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning Accuracy
Florian Scheidegger, Roxana Istrate, Giovanni Mariani, Luca Benini +2
2018-03-28
Computer Vision and Pattern Recognition · Computer Science
VIPriors 4: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Robert-Jan Bruintjes, Attila Lengyel, Marcos Baptista Rios, Osman Semih Kayhan +3
2024-07-02
Computer Vision and Pattern Recognition · Computer Science
Data-Efficient Deep Learning Method for Image Classification Using Data Augmentation, Focal Cosine Loss, and Ensemble
Byeongjo Kim, Chanran Kim, Jaehoon Lee, Jein Song +1
2020-07-16
Computer Vision and Pattern Recognition · Computer Science
VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Attila Lengyel, Robert-Jan Bruintjes, Marcos Baptista Rios, Osman Semih Kayhan +3
2022-01-24
Computer Vision and Pattern Recognition · Computer Science
A Competitive Method to VIPriors Object Detection Challenge
Fei Shen, Xin He, Mengwan Wei, Yi Xie
2021-04-20
Computer Vision and Pattern Recognition · Computer Science
Spuriosity Rankings for Free: A Simple Framework for Last Layer Retraining Based on Object Detection
Mohammad Azizmalayeri, Reza Abbasi, Amir Hosein Haji Mohammad rezaie, Reihaneh Zohrabi +3
2023-11-02
Computer Vision and Pattern Recognition · Computer Science
Deep Learning-Based Feature Extraction in Iris Recognition: Use Existing Models, Fine-tune or Train From Scratch?
Aidan Boyd, Adam Czajka, Kevin Bowyer
2020-02-21
Computer Vision and Pattern Recognition · Computer Science
Data-Efficient Challenges in Visual Inductive Priors: A Retrospective
Robert-Jan Bruintjes, Attila Lengyel, Osman Semih Kayhan, Davide Zambrano +3
2025-06-11
Computer Vision and Pattern Recognition · Computer Science
Predicting the Reliability of an Image Classifier under Image Distortion
Dang Nguyen, Sunil Gupta, Kien Do, Svetha Venkatesh
2025-07-23
Computer Vision and Pattern Recognition · Computer Science
Image retrieval outperforms diffusion models on data augmentation
Max F. Burg, Florian Wenzel, Dominik Zietlow, Max Horn +3
2023-12-01
Machine Learning · Computer Science
Move-to-Data: A new Continual Learning approach with Deep CNNs, Application for image-class recognition
Miltiadis Poursanidis, Jenny Benois-Pineau, Akka Zemmari, Boris Mansenca +1
2020-06-15
Computer Vision and Pattern Recognition · Computer Science
Training with the Invisibles: Obfuscating Images to Share Safely for Learning Visual Recognition Models
Tae-hoon Kim, Dongmin Kang, Kari Pulli, Jonghyun Choi
2019-06-24
Computer Vision and Pattern Recognition · Computer Science
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach
Yilu Guo, Shicai Yang, Weijie Chen, Liang Ma +2
2022-06-14