pseudo-labeling

"In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning" by Mamshad Nayeem Rizve, Kevin Duarte, Yogesh S Rawat, Mubarak Shah (ICLR 2021)

pytorch uncertainty calibration semi-supervised-learning pseudo-labeling

Updated May 6, 2021
Python

yueyu1030 / COSINE

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This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach' (to appear at NAACL-HLT 2021).

text-classification weak-supervision dataset self-training language-model slot-filling weakly-supervised-learning fine-tuning pseudo-labeling roberta learning-with-noisy-labels agnews sentence-pair-classification contrastive-learning roberta-model

Updated Mar 10, 2021
Python

hellowangqian / domain-adaptation-capls

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Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

zero-shot-learning structured-prediction domain-adaptation pseudo-labeling unsupervised-domain-adaptation office-home

Updated Jan 25, 2021
MATLAB

som-shahlab / trove

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Weakly supervised medical named entity classification

text-classification ontology weak-supervision ner biomedical umls bert weakly-supervised-learning pseudo-labeling learning-with-noisy-labels umls-metathesaurus

Updated Jul 26, 2021
Python

biparnakroy / pseudoLabelGeneratorForYOLO

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Creating datasets in YOLO format using pretrained YOLO model in Darknet framework which could be used to train the model further

deep-neural-networks deep-learning python-script semi-supervised-learning dataset-generation darknet pseudo-labeling yolov3 yololabel yolov4 yolov4-darknet

Updated Aug 14, 2020
Python

AlexYangLi / iswc2020_prodcls

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ISWC2020 Semantic Web Challenge - Product Classification Top1 Solution

text-classification bert pseudo-labeling hierarchical-classification bert-classifier

Updated Nov 18, 2020
Python

sidgan / ETCI-2021-Competition-on-Flood-Detection

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Experiments on Flood Segmentation on Sentinel-1 SAR Imagery with Cyclical Pseudo Labeling and Noisy Student Training

python deep-learning pytorch semi-supervised-learning segmentation pseudo-labeling floods noisy-student arxiv-papers

Updated Jul 20, 2021
Jupyter Notebook

DawoodChanti / IFSS-Net

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IFSS-Net: Interactive Few-Shot Siamese Network for Faster Muscle Segmentation and Propagation in Volumetric Ultrasound

deep-learning segmentation ultrasound propagation pseudo-labeling

Updated Mar 15, 2021
Python

nitarshan / densenet-galaxy-zoo

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Keras implementation of "Densely Connected Convolutional Networks" applied to the Galaxy Zoo Kaggle competition.

deep-learning keras neural-networks densenet pseudo-labeling galaxy-zoo

Updated Jan 15, 2018
Jupyter Notebook

BeniaDev / DFCGoodsificationTask

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Study project with experiments in Text MultiClassification Task Field (:

nlp-machine-learning test-classification pseudo-labeling

Updated May 13, 2021
Jupyter Notebook

Bekci / AdversarialSemanticSegmentationKeras

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Unofficial implementation of Adversarial Learning for Semi-Supervised Semantic Segmentation with tensorflow/Keras

deep-learning keras generative-adversarial-network gan semi-supervised-learning semantic-segmentation pseudo-labeling tensorflow2

Updated Apr 23, 2021
Jupyter Notebook

shivsondhi / distracted-driver-detection

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Classify dashcam images to detect cases of distracted or safe driving.

deep-learning kaggle-competition image-classification ensemble-model cnn-architecture pseudo-labeling

Updated Apr 25, 2021
Python

5m0k3 / osic-pulmonary-fibrosis-tf

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Tensorflow based training, inference and feature engineering pipelines used in OSIC Kaggle Competition

tensorflow tabular-data kaggle chest-xray-images feature-engineering medical-image-processing lung-segmentation quantile-regression pseudo-labeling efficientnet

Updated Oct 7, 2020
Jupyter Notebook

matinmoezzi / ups_conformal_classification

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An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal Prediction

python deep-learning pytorch semi-supervised-learning image-classification convolutional-neural-networks pseudo-labeling conformal-prediction

Updated Jul 7, 2021
Python

BDBC-KG-NLP / AMT-SIT_WWW2020

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Code and dataset for our paper "Anchored Model Transfer and Soft Instance Transfer for Cross-Task Cross-Domain Learning: A Study Through Aspect-Level Sentiment Classification", WWW2020

natural-language-processing deep-learning neural-network transfer-learning pseudo-labeling multitask-learning

Updated Apr 29, 2021
Python

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