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Top 35 weakly-supervised-learning open source projects

Deep-Segmentation-Features-for-Weakly-Supervised-3D-Disease-Classification-in-Chest-CT

Weakly supervised 3D classification of multi-disease chest CT scans using multi-resolution deep segmentation features via dual-stage CNN architecture (DenseVNet, 3D Residual U-Net).

✭ 24

python Jupyter Notebook deep-learning convolutional-neural-networks multi-resolution weakly-supervised-learning resnet50 3d-classification tensorflow-estimator ct-imaging segmentation-features densevnet lung-disease feature-aggregation

WeSTClass

[CIKM 2018] Weakly-Supervised Neural Text Classification

✭ 67

python shell text-classification keras neural-networks weakly-supervised-learning

WSCNNTDSaliency

[BMVC17] Weakly Supervised Saliency Detection with A Category-Driven Map Generator

✭ 19

matlab C++M cnn deeplearning matconvnet weakly-supervised-learning saliency bmvc17

PublicWeaklySupervised

(Machine) Learning to Do More with Less

✭ 13

Jupyter Notebook python paper jupyter-notebook bsm ipynb weakly-supervised-learning artifical-neural-network

RIB

Reducing Information Bottleneck for Weakly Supervised Semantic Segmentation (NeurIPS 2021)

✭ 40

python shell weakly-supervised-learning rib weakly-supervised-segmentation neurips2021

Awesome-Weakly-Supervised-Temporal-Action-Localization

A curated publication list on weakly-supervised temporal action localization

✭ 65

weakly-supervised-learning temporal-action-detection temporal-action-localization weakly-supervised-action-detection wtal

WeFEND-AAAI20

Dataset for paper "Weak Supervision for Fake News Detection via Reinforcement Learning" published in AAAI'2020.

✭ 67

Jupyter Notebook social-media deep-learning weak-supervision dataset fake-news weakly-supervised-learning aaai2020

HiGitClass

HiGitClass: Keyword-Driven Hierarchical Classification of GitHub Repositories (ICDM'19)

✭ 58

python C++c shell Makefile metadata text-classification weakly-supervised-learning repository-mining hierarchical-classification

ASTRA

Self-training with Weak Supervision (NAACL 2021)

✭ 127

python shell nlp machine-learning weak-supervision weakly-supervised-learning

just-ask

[TPAMI Special Issue on ICCV 2021 Best Papers, Oral] Just Ask: Learning to Answer Questions from Millions of Narrated Videos

✭ 57

Jupyter Notebook python HTML vqa video-understanding weakly-supervised-learning multimodal-learning visual-question-answering question-generation vision-and-language videoqa pre-training video-question-answering

GAL-fWSD

Generative Adversarial Learning Towards Fast Weakly Supervised Detection

✭ 18

object-detection weakly-supervised-learning weakly-supervised-detection weakly-supervised-object-detection

MetaCat

Minimally Supervised Categorization of Text with Metadata (SIGIR'20)

✭ 52

python C++metadata text-classification weakly-supervised-learning

Learning-Action-Completeness-from-Points

Official Pytorch Implementation of 'Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization' (ICCV-21 Oral)

✭ 53

python shell deep-learning pytorch weakly-supervised-learning temporal-action-localization action-completeness point-level-supervision

TS-CAM

Codes for TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localization.

✭ 96

Jupyter Notebook transformer weakly-supervised-learning object-localization

Simple-does-it-weakly-supervised-instance-and-semantic-segmentation

Weakly Supervised Segmentation by Tensorflow. Implements semantic segmentation in Simple Does It: Weakly Supervised Instance and Semantic Segmentation, by Khoreva et al. (CVPR 2017).

✭ 46

python tensorflow semantic-segmentation deeplab-largefov weakly-supervised-learning

Awesome-Weak-Shot-Learning

A curated list of papers, code and resources pertaining to weak-shot classification, detection, and segmentation.

✭ 142

weakly-supervised-learning zero-shot-learning few-shot-learning weak-shot-learning

dcsp segmentation

No description or website provided.

✭ 34

python segmentation attention-mechanism deeplab-tensorflow weakly-supervised-learning saliency

deviation-network

Source code of the KDD19 paper "Deep anomaly detection with deviation networks", weakly/partially supervised anomaly detection, few-shot anomaly detection

✭ 94

python deep-learning semi-supervised-learning outlier-detection weakly-supervised-learning anomaly-detection few-shot-learning

SPML

Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning

✭ 81

python shell computer-vision deep-learning metric-learning semantic-segmentation weakly-supervised-learning

knodle

A PyTorch-based open-source framework that provides methods for improving the weakly annotated data and allows researchers to efficiently develop and compare their own methods.

✭ 76

python machine-learning ai pytorch weak-supervision classification snorkel relation-extraction weakly-supervised-learning natural-language-procressing knodle denoising-methods

C2C

Implementation of Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification approach.

✭ 30

python Jupyter Notebook deep-learning weakly-supervised-learning whole-slide-imaging multiple-instance-learning histopathology

trove

Weakly supervised medical named entity classification

✭ 55

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

weasel

Weakly Supervised End-to-End Learning (NeurIPS 2021)

✭ 117

python machine-learning deep-learning weak-supervision weakly-supervised-learning end-to-end-learning pytorch-lightning multi-source-weak-supervision

WeSHClass

[AAAI 2019] Weakly-Supervised Hierarchical Text Classification

✭ 83

python shell neural-network text-classification keras weakly-supervised-learning hierarchical-classification

WSDEC

Weakly Supervised Dense Event Captioning in Videos, i.e. generating multiple sentence descriptions for a video in a weakly-supervised manner.

✭ 95

python shell weakly-supervised-learning videocaptioning nips-2018

WS3D

Official version of 'Weakly Supervised 3D object detection from Lidar Point Cloud'(ECCV2020)

✭ 104

python Cuda C++point-cloud pytorch lidar vehicle-detection weakly-supervised-learning 3d-annotation 3d-detection ws3d point-cloud-detection eccv2020 bird-eye-view pointrcnn cascade-inference 3d-annotator

Learning-From-Rules

Implementation of experiments in paper "Learning from Rules Generalizing Labeled Exemplars" to appear in ICLR2020 (https://openreview.net/forum?id=SkeuexBtDr)

✭ 46