julilien's repositories
LabelRelaxation
Supplementary material and code for "From Label Smoothing to Label Relaxation" as published at AAAI 2021.
MitigatingLabelNoiseDataAmbiguation
Supplementary material and code for "Mitigating Label Noise through Data Ambiguation" as published at AAAI 2024.
DepthEstimationDatasets
Repository providing access to commonly used depth estimation datasets
MemorizationDilation
Code for "Memorization-Dilation: Modeling Neural Collapse under Noise" as published at ICLR 2023.
awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD theses, articles and open-source libraries.
Awesome-Learning-with-Label-Noise
A curated list of resources for Learning with Noisy Labels
cs-ranking
Context-sensitive ranking and choice in Python with Tensorflow
data-mining-mnist-demo
Demo of a MNIST Classifier with TensorFlow
InstanceWeightingDataImprecisiation
Code for the paper "Instance Weighting through Data Imprecisiation" by Julian Lienen and Eyke Hüllermeier (International Journal of Approximate Reasoning [IJAR], 2021).
Neural-Collapse
Code of paper "A Geometric Analysis of Neural Collapse with Unconstrained Features"
SOP
Official Implementation of Robust Training under Label Noise by Over-parameterization
TensorFlowJS_Example
TensorFlow.js Tutorial
U2PL
[CVPR'22] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels