Projects in Awesome Lists tagged with multi-label-classification

https://github.com/lonepatient/bert-multi-label-text-classification

This repo contains a PyTorch implementation of a pretrained BERT model for multi-label text classification.

albert bert fine-tuning multi-label-classification nlp pytorch pytorch-implmention text-classification transformers xlnet

Last synced: 16 May 2025

https://github.com/lonePatient/Bert-Multi-Label-Text-Classification

This repo contains a PyTorch implementation of a pretrained BERT model for multi-label text classification.

albert bert fine-tuning multi-label-classification nlp pytorch pytorch-implmention text-classification transformers xlnet

Last synced: 10 Jul 2025

https://github.com/Alibaba-MIIL/ASL

Official Pytorch Implementation of: "Asymmetric Loss For Multi-Label Classification"(ICCV, 2021) paper

classification detection loss multi-label-classification

Last synced: 08 May 2025

https://github.com/Alibaba-MIIL/ImageNet21K

Official Pytorch Implementation of: "ImageNet-21K Pretraining for the Masses"(NeurIPS, 2021) paper

downstream imagenet21k mixer multi-label-classification pretraining semantic-softmax single-label vision-transformer

Last synced: 15 Mar 2025

https://github.com/inspirehep/magpie

Deep neural network framework for multi-label text classification

classification deep-learning machine-learning multi-label-classification neural-network nlp prediction word2vec

Last synced: 04 Apr 2025

https://github.com/brightmart/sentiment_analysis_fine_grain

Multi-label Classification with BERT; Fine Grained Sentiment Analysis from AI challenger

bert fine-grained-classification language-model multi-label-classification online pre-train sentiment-analysis text-classification textcnn

Last synced: 05 Apr 2025

https://github.com/aqibsaeed/multilabel-timeseries-classification-with-lstm

Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.

deep-learning lstm multi-label-classification tensorflow time-series

Last synced: 04 Aug 2025

https://github.com/aqibsaeed/Multilabel-timeseries-classification-with-LSTM

Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.

deep-learning lstm multi-label-classification tensorflow time-series

Last synced: 04 Apr 2025

https://github.com/RandolphVI/Multi-Label-Text-Classification

About Muti-Label Text Classification Based on Neural Network.

multi-label-classification python3 sentence-classification tensorflow text-classification

Last synced: 07 Apr 2025

https://github.com/Alibaba-MIIL/TResNet

Official Pytorch Implementation of "TResNet: High-Performance GPU-Dedicated Architecture" (WACV 2021)

accuracy architecture imagenet multi-label-classification tresnet

Last synced: 08 May 2025

https://github.com/pangwong/pytorch-multi-label-classifier

A pytorch implemented classifier for Multiple-Label classification

accuracy-curves classifier loss-curves multi-label-classification pytorch visdom

Last synced: 09 May 2025

https://github.com/qdata/c-tran

General Multi-label Image Classification with Transformers

computer-vision multi-label-classification transformers

Last synced: 12 Apr 2025

https://github.com/QData/C-Tran

General Multi-label Image Classification with Transformers

computer-vision multi-label-classification transformers

Last synced: 05 Apr 2025

https://github.com/catqaq/opentextclassification

OpenTextClassification is all you need for text classification! Open text classification for everyone, enjoy your NLP journey! 这可能是目前为止最全面的开源文本分类项目，支持中英双语、多种模型、多种任务。

bert bert-text-classification chinese-text-classification dpcnn ernie gru lstm multi-label-classification naive-bayes pytorch svm text-classification textcnn textrnn torchtext transformers

Last synced: 07 May 2025

https://github.com/codelion/adaptive-classifier

A flexible, adaptive classification system for dynamic text classification

adaptive-learning adaptive-neural-network bert classifier continous-learning distilbert elastic-weight-consolidation embeddings faiss large-language-models llms machine-learning multi-class-classification multi-label-classification neural-layers neural-networks online-learning roberta text-classification transformers

Last synced: 10 Jun 2025

https://github.com/cheng-li/pyramid

Open source Machine Learning library written in Java

gradient-boosting java machine-learning machine-learning-library multi-label-classification

Last synced: 13 Mar 2026

https://github.com/brightmart/multi-label_classification

transform multi-label classification as sentence pair task, with more training data and information

bert multi-label-classification roberta sentence-pair-classification text-classification

Last synced: 15 Apr 2025

https://github.com/mwydmuch/extremeText

Library for fast text representation and extreme classification.

extreme-classification extreme-multi-label-cassification extremetext fasttext machine-learning multi-label-classification text-classification

Last synced: 11 May 2025

https://github.com/davidsbatista/text-classification

An example on how to train supervised classifiers for multi-label text classification using sklearn pipelines

multi-label-classification text-classification train-supervised-classifiers

Last synced: 21 Jan 2026

https://github.com/elijahcole/single-positive-multi-label

Multi-Label Learning from Single Positive Labels - CVPR 2021

computer-vision cvpr cvpr2021 deep-learning missing-labels multi-label-classification multilabel-classification

Last synced: 13 Apr 2025

https://github.com/qdata/lamp

ECML 2019: Graph Neural Networks for Multi-Label Classification

computer-vision graph-attention-networks graph-neural-networks multi-label-classification nlp transformers

Last synced: 13 Apr 2025

https://github.com/tomtung/omikuji

An efficient implementation of Partitioned Label Trees & its variations for extreme multi-label classification

classification extreme-classification extreme-multi-label-classification machine-learning multi-label-classification rust supervised-learning

Last synced: 09 Apr 2025

https://github.com/hscspring/multi-label-text-classification-for-chinese

pytorch implementation of multi-label text classification, includes kinds of models and pretrained. Especially for Chinese preprocessing.

bert cnn dpcnn multi-label-classification pytorch-implmention rcnn text-classification

Last synced: 16 Jun 2025

https://github.com/mwydmuch/napkinxc

Extremely simple and fast extreme multi-class and multi-label classifiers.

classification datasets extreme-classification hsm label-tree-classifiers machine-learning multi-class-classification multi-label-classification plt probabilistic-label-trees python xmlc

Last synced: 15 May 2025

https://github.com/mwydmuch/napkinXC

Extremely simple and fast extreme multi-class and multi-label classifiers.

classification datasets extreme-classification hsm label-tree-classifiers machine-learning multi-class-classification multi-label-classification plt probabilistic-label-trees python xmlc

Last synced: 11 May 2025

https://github.com/siddsax/XML-CNN

Pytorch implementation of the paper Deep learning for extreme multi-label text classification

cnn-text-classification deep-learning multi-label-classification

Last synced: 14 Jul 2025

https://github.com/yochengliu/mlic-kd-wsd

Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection (ACM MM 2018)

computer-vision deep-learning knowledge-distillation multi-label-classification weakly-supervised-detection

Last synced: 12 Jun 2025

https://github.com/voidful/tfkit

🤖📇 handling multiple nlp task in one pipeline

multi-label-classification multi-task nlp tagger tagging text-classification text-generation text-processing transformer-models transformers

Last synced: 04 Sep 2025

https://github.com/david-cortes/costsensitive

(Python, R) Cost-sensitive multiclass classification (Weighted-All-Pairs, Filter-Tree & others)

cost-sensitive-classification multi-label-classification

Last synced: 01 Mar 2026

https://github.com/xiaohan2012/multi-label-text-classification

Mutli-label text classification using ConvNet and graph embedding (Tensorflow implementation)

convnet graph-embedding multi-label-classification tensorflow

Last synced: 02 Apr 2025

https://github.com/guokr/caver

Caver: a toolkit for multilabel text classification.

attention-model cnn deep-learning multi-label-classification nlp pytorch text-classification

Last synced: 14 Jul 2025

https://github.com/clementapa/celebfaces_attributes_classification

This repository is related to a project of the Introduction to Numerical Imaging (i.e, Introduction à l'Imagerie Numérique in French), given by the MVA Masters program at ENS-Paris Saclay. It was entirely build from scratch and contains code in PyTorch Lightning to train and then use a neural network for image classification. We used it to create a classifier allowing semantic attributes classification of faces with the dataset CelebA-HQ.

celeba-dataset computer-vision deep-learning image-classification multi-label-classification python pytorch-lightning vision-transformer

Last synced: 06 May 2025

https://github.com/windqaq/ml2017

NTUEE Machine Learning, 2017 Spring

dimensionality-reduction gradient-boosting-machine kaggle-competition linear-regression logistic-regression machine-learning multi-label-classification ntu recommendation-system sentiment-classification svd svdplusplus

Last synced: 26 Jun 2025

https://github.com/xiaohan2012/sleec_python

Python implementation of "Sparse Local Embeddings for Extreme Multi-label Classification, NIPS, 2015"

embedding multi-label-classification paper-implementations python

Last synced: 02 Apr 2025

https://github.com/monk1337/graph-neural-networks-for-nlp

Graph Neural networks for NLP

attention-mechanism gcn gnn graph graph-attention-networks graph-natural-language-processing graph-networks graph-neural-networks graph-nlp machine-learning multi-label-classification multi-label-learning natural-language-processing neural-network nlp pytorch pytorch-geometric

Last synced: 13 Jun 2025

https://github.com/fitushar/weaklysupervised-3d-classification-of-chest-ct-using-aggregated-multiresolution-segmentation-feature

This Repo contains the updated implementation of our paper "Weakly supervised 3D classification of chest CT using aggregated multi-resolution deep segmentation features", Proc. SPIE 11314, Medical Imaging 2020: Computer-Aided Diagnosis, 1131408 (16 March 2020)

3d 3d-cnn ct-imaging deep-learning densevnet3d feature-aggregation lung-disease multi-label-classification multi-label-loss multi-resolution segmentation-features segmentation-models spie-cad spie-cad-2020 tensorflow2 tfrecords weakly-supervised-classification weakly-supervised-learning weight-binary-crossentrophy weighted-loss

Last synced: 22 Apr 2025

https://github.com/fitushar/WeaklySupervised-3D-Classification-of-Chest-CT-using-Aggregated-MultiResolution-Segmentation-Feature

This Repo contains the updated implementation of our paper "Weakly supervised 3D classification of chest CT using aggregated multi-resolution deep segmentation features", Proc. SPIE 11314, Medical Imaging 2020: Computer-Aided Diagnosis, 1131408 (16 March 2020)

3d 3d-cnn ct-imaging deep-learning densevnet3d feature-aggregation lung-disease multi-label-classification multi-label-loss multi-resolution segmentation-features segmentation-models spie-cad spie-cad-2020 tensorflow2 tfrecords weakly-supervised-classification weakly-supervised-learning weight-binary-crossentrophy weighted-loss

Last synced: 20 Mar 2025

https://github.com/ahmedbesbes/multi-label-sentiment-classifier

How to build a multi-label sentiment classifiers with Tez and PyTorch

bert-model goemotions huggingface huggingface-transformers multi-label-classification nlp nlproc pytorch squeezebert tez

Last synced: 12 Sep 2025

https://github.com/scikit-multilearn-ng/scikit-multilearn-ng

A new maintained "successor" to scikit-multilearn, a scikit-learn based module for multi-label et. al. classification

classification clustering label-prediction machine-learning multi-label multi-label-classification partitioning scikit scikit-learn scikit-multilearn

Last synced: 21 Aug 2025

https://github.com/bbenligiray/rml-cnn

Semi-Supervised Robust Deep Neural Networks for Multi-Label Classification

loss-functions multi-label-classification robust-machine-learning semi-supervised-learning

Last synced: 27 Jun 2025

https://github.com/gsurma/image_tagger

CNN multi-label image classifier 🖼️.

cnn cnn-keras hashtag hashtags image image-classification instagram jupyter-notebook keras machinlearning multi-label-classification python python3 tags

Last synced: 12 May 2025

https://github.com/wangleihitcs/thoraxdiseaseclassification

A multi-label-classification model for common thorax disease.

chest-xray-images multi-label-classification multi-label-image-classification nih-chest-x-ray thorax-disease-classification

Last synced: 27 Apr 2025

https://github.com/bearloga/mlpugs

An R package for Multi-Label Prediction Using Gibbs Sampling (and Classifier Chains)

classification machine-learning mcmc multi-label-classification r r-package rstats supervised-learning

Last synced: 11 Jun 2025

https://github.com/shwetajoshi601/yeast-multilabel-classifier

Multi-label classification approaches on the Yeast dataset

binary-relevance classifier-chains ensemble machine-learning-algorithms multi-label-classification under-sampling yeast-dataset

Last synced: 15 Apr 2025

https://github.com/zabir-nabil/emotionsinthewild-cnn-benchmarks

Emotion (Context + Facial) recognition in the wild using ConvNets (EfficientNet, ResNet, ResNext)

computer-vision convolutional-neural-networks deep-learning efficientnet emotion-detection emotion-recognition facial-emotion-recognition facial-expression-recognition facial-expressions multi-label-classification python pytorch-multi-label-classification resnet resnext

Last synced: 04 Sep 2025

https://github.com/monk1337/multilab

State of art Framework for Multi-label classification

classification deep-learning keras machine-learning multi-label-classification tensorflow tensorflow-models tensorflow-tutorials text-classification text-processing

Last synced: 04 Mar 2026

https://github.com/m-pektas/performance-analysis-of-efficient-deep-learning-models-for-multilabel-classification-of-fundus-image

Eye Disease Diagnosis

classification cnn deep-learning eye-diseases fundus-image multi-label-classification odir-5k pytorch

Last synced: 08 Oct 2025

https://github.com/veb-101/kaggle-human-protein-classification

Multi-label Image Classification using PyTorch

cnn efficientnet multi-label-classification python3 pytorch

Last synced: 06 Apr 2025

https://github.com/stefan-it/deep-wittgenstein

Classification of Wittgenstein's remarks

deep-learning multi-label-classification wittgenstein

Last synced: 14 Aug 2025

https://github.com/xuyxu/multi-label-neural-network

Multi Label Neural Network

machine-learning multi-label-classification neural-networks

Last synced: 06 Jan 2026

https://github.com/fardinhash/multilabel-classification-llm

Multi-label classification using LLMs, with additional enhancements using quantization and LoRA (Low-Rank Adaptation). Get better performance on GPU.

bert-classification classification gpt-4 large-language-models llm mistral-7b multi-class-classification multi-label-classification multiclass-classification multilabel-classification t5 text-classification

Last synced: 04 Mar 2025

https://github.com/oaarnikoivu/emotion-classifier

An attention-based BiLSTM for emotion classification.

bert deep-learning embeddings emotion emotion-detection flask multi-label-classification python pytorch react text-classification transformers typescript

Last synced: 17 Mar 2025

https://github.com/julesbelveze/bert-sequence-classifier

🤗 Dockerized BERT-Multi-Label-Classifier Inferer 🤗

api bert classification distilbert docker huggingface inference multi-label-classification roberta toxicity transformers

Last synced: 16 Feb 2026

https://github.com/linhaowei1/hmc

The code of Hierarchical Multi-label Classification (HMC). It is a final course project of Natural Language Processing and Deep Learning, 2022 Fall.

deberta hierarchical-classification hierarchical-models multi-label-classification nlp nlp-machine-learning

Last synced: 25 Mar 2025

https://github.com/canokaue/eel7513

Projeto final da disciplina EEL7513/EEL7514/EEL510417 - Introdução ao Aprendizado de Máquina.

clothing-recognition convolutional-neural-networks cuda-support deep-learning deepfashion eel7513 fashion-classifier jupyter-notebooks keras machine-learning machine-learning-algorithms mobilenetv2 multi-label-classification python3 pytorch resnet-50 tensorflow ufsc vgg16 vgg16-model

Last synced: 31 Dec 2025

https://github.com/alexeyev/kyrgyz-multi-label-topic-classification

Multi-label 24.kg Kyrgyz news articles classification into 20 topics: data & baselines

kyrgyz multi-label-classification news-classification topic-classification turkic-languages

Last synced: 23 Feb 2026

https://github.com/tanyachutani/text-multilabel-classification-bert-tf2.x

Text-Multilabel-Classification-BERT-Tf2.0

bert-model multi-label-classification tensorflow text-classification tf2

Last synced: 17 Apr 2026

https://github.com/avidlearnerinprogress/multilabel-classification-yeast-data

Implementing multi-label classification algorithms from scratch in Python

classification jupyter multi-label-classification python3 yeast-dataset

Last synced: 17 May 2026

https://github.com/minggnim/nlp-models

A repository for training transformer based models

chatbot chatbots ctransformers deeplearning falcon fine-tuning gpt-2 langchain llama2 llms multi-label-classification multi-task-learning nlp pytorch qdrant-vector-database transformers

Last synced: 11 Nov 2025

https://github.com/cissagatto/hpml

This repository hold all experiments conducted during my PhD (2019-2023). HPML means "Hybrid Partitions for Multi-Label Classification". SET-UP-1

aglomerative-hierarchical-clustering clus community-detection-methods correlations-between-labels ecc exploring-label-correlations hybrid-partitions label-correlations label-space modeling-label-correlations multi-label multi-label-classification multi-label-partitions partitioning partitioning-label-space partitions random-partitions self-organized-maps

Last synced: 28 May 2026

https://github.com/ascender1729/cds-iisc-p1-datasci-predoc

A data science project utilizing machine learning to predict movie release years and genres based on directors' previous works.

data-cleaning data-visualization film-industry machine-learning movie-metadata multi-label-classification predictive-modeling regression-analysis-feature-engineering

Last synced: 31 Mar 2025

https://github.com/alvarag/ml-datatransformationis

Instance selection for multi-label data by means of data transformation methods: binary-relevance, label powerset and random k-labelsets

instance-selection machine-learning meka multi-label multi-label-classification weka

Last synced: 08 May 2026

https://github.com/mkschulz9/multi-label-text-classification

Multi-label text classification in Reddit comments using statistical and learned features.

binary-relevance distilbert f1-score goemotions logistic-regression multi-label-classification perceptron roberta svm text-feature-extraction tf-idf transformers

Last synced: 05 Apr 2025

https://github.com/alvarag/ml-localsets

Local set computation for multi-label data sets

instance-selection local-sets machine-learning meka multi-label-classification weka

Last synced: 12 May 2026

https://github.com/ronlee12355/multi-label-knn

Using Multi-Label KNN to predict drug activity

drug-discovery drug-repurposing drug-targets machine-learning multi-label-classification multi-label-knn

Last synced: 11 Oct 2025

https://github.com/cissagatto/multilabelfriedmannemenyi

This repository provides a practical implementation of the Friedman and Nemenyi statistical tests specifically tailored for multi-label classification problems. These techniques are essential for evaluating and comparing the performance of multiple algorithms in experiments where each instance may belong to several classes simultaneously.

friedman model-comparison multi-label-classification nemenyi statistical-tests

Last synced: 28 May 2026

https://github.com/cissagatto/paircomparison

One-to-one comparison. Count how many datasets your method (algorithm) obtained the best result when compared to other method (or methods) in the experiment.

artificial-intelligence comparison-methods machine-learning multi-label multi-label-classification multi-label-partition multi-label-problems

Last synced: 28 May 2026

https://github.com/fracpete/reuters21578

Python script to convert the Reuters-21578 dataset into an ARFF file for MEKA.

meka multi-label-classification python3 text-classification

Last synced: 28 Mar 2025

https://github.com/jiko23/jayanta_tecgig

AUTOMATIC MULTI-LABEL CLASSIFICATION

automatic fuzzy-cmeans-clustering lstm-neural-networks multi-label-classification nlp

Last synced: 25 Jun 2026

https://github.com/pdoup/atml-notebooks

Proposed assignment notebooks for Advanced Topics in Machine Learning tasks

active-learning cost-sensitive-learning imbalanced-data machine-learning multi-instance-learning multi-label-classification numpy scikit-learn

Last synced: 11 May 2026

https://github.com/devinw03/movie-genre-nlp

🎬 Classify movie genres from plot summaries using various models, including Transformers, with clear EDA and MLflow tracking for reproducible results.

Last synced: 11 Apr 2026

https://github.com/janmotl/cv

Stratified cross-validation for multi-label classification

machine-learning multi-label-classification

Last synced: 03 Apr 2025

https://github.com/cissagatto/hpml-chains

This code is a part of my doctoral research at PPG-CC/DC/UFSCar in colaboration with Ku Leuven in Belgium.

classifier-chains ensemble java label-correlations label-space-partitioning machine-learning multi-label-classification multi-label-clustering multi-label-partition multi-label-partitioning r-language

Last synced: 28 May 2026

https://github.com/matteo-stat/transformers-nlp-multi-label-classification

This repo provides scripts for fine-tuning HuggingFace Transformers, setting up pipelines and optimizing multi-label classification models for inference. They are based on my experience developing a custom chatbot, I’m sharing these in the hope they will help others to quickly fine-tune and use models in their projects! 😊

fine-tuning huggingface huggingface-pipelines huggingface-transformers inference-optimization multi-label-classification nlp onnx onnxruntime text-classification transformers

Last synced: 09 Jul 2025

https://github.com/ruben165/text-mining-experiment

Text Mining Experiments

multi-label-classification persona-analysis text-summarization

Last synced: 17 Oct 2025

https://github.com/fitushar/mult-ilabel_classification_matrix_auc_roc

Multi-label AUC plot script

auc-plot auc-roc-curve multi-label-auc multi-label-classification performance-analysis

Last synced: 25 Oct 2025

https://github.com/parham1998/gcn_image_annotation

Implementation of Graph Convolutional Network to Annotate Corel-5k images with PyTorch library

adjacency-matrix automatic-image-annotation convolutional-neural-networks corel-5k gcn graph-convolutional-networks multi-label-classification pytorch

Last synced: 12 Apr 2026

https://github.com/cissagatto/plothpml

his repository contains code for visualizing hybrid partitions, a method that plays a significant role in my PhD thesis. The code is designed to plot data partitions, specifically to highlight the differences between label clusters and instance clusters.

artificial-intelligence hybrid-partitions label-correlations label-partition machine-learning multi-label multi-label-classification multi-label-problem plot

Last synced: 28 May 2026

https://github.com/mancrurod/linguaanimae

Exploring emotions and meaning in Bible verses with NLP, transformers, and a custom Streamlit app.

bert corpus-linguistics digital-humanities emotion-detection huggingface-transformers humanities multi-label-classification natural-language-processing nlp python semantic-analysis streamlit text-classification theme-detection web-scraping

Last synced: 19 Apr 2026

https://github.com/prabha1729/multi-label-movie-genre-prediction

Multi-Label Movie Genre Prediction

feature-engineering genres-associated logistic-regression movie-genre- movie-genre-prediction multi-label-classification spark tf-idf word2vec

Last synced: 21 Apr 2026

https://github.com/anurima-saha/multilabel_image_classification

classification cnn-pytorch deep-learning deep-neural-networks image-classification multi-label-classification

Last synced: 06 Jun 2026

https://github.com/parham1998/recurrent_image_annotation

Implementation of some popular Recurrent Image Annotation papers on Corel-5k dataset with PyTorch library

automatic-image-annotation beam-search-algorithm cnn convolutional-neural-networks deep-neural-networks lstm multi-label-classification python pytorch rare-first recurrent-neural-networks rnn

Last synced: 27 Apr 2026

https://github.com/sankalp112kashyap/chestx-raymultilabelclassification

Deep learning model for automated classification of catheter and tube positions in chest X-rays, achieving 93% accuracy across 11 position categories.

chest-xray-classification computer-vision deep-learning healthcare-ai machine-learning medical-imaging multi-label-classification pytorch