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Methodology
← Learning Types
Machine Learning
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Learning Types
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Weakly Supervised Learning
3895 directly classified papers
Papers per year
2002: 5
2003: 3
2004: 3
2005: 1
2006: 7
2007: 8
2008: 7
2009: 13
2010: 20
2011: 7
2012: 11
2013: 43
2014: 35
2015: 66
2016: 74
2017: 133
2018: 194
2019: 388
2020: 388
2021: 566
2022: 469
2023: 588
2024: 435
2025: 350
2026: 81
Papers
We Don't Need No Bounding-Boxes: Training Object Class Detectors Using Only Human Verification
CVPR 2016
Double or Nothing: Multiplicative Incentive Mechanisms for Crowdsourcing
JMLR 2016
Multi-task Learning with Weak Class Labels: Leveraging iEEG to Detect Cortical Lesions in Cryptogenic Epilepsy
MLHC 2016
WarpNet: Weakly Supervised Matching for Single-View Reconstruction
CVPR 2016
Efficient Multi-Instance Learning for Activity Recognition from Time Series Data Using an Auto-Regressive Hidden Markov Model
ICML 2016
“All I know about politics is what I read in Twitter”: Weakly Supervised Models for Extracting Politicians’ Stances From Twitter
COLING 2016
Fundamental Limits of Budget-Fidelity Trade-off in Label Crowdsourcing
NIPS 2016
beta-risk: a New Surrogate Risk for Learning from Weakly Labeled Data
NIPS 2016
Theoretical Comparisons of Positive-Unlabeled Learning against Positive-Negative Learning
NIPS 2016
Weakly Supervised Object Localization With Progressive Domain Adaptation
CVPR 2016
Ambiguity Helps: Classification With Disagreements in Crowdsourced Annotations
CVPR 2016
Track and Transfer: Watching Videos to Simulate Strong Human Supervision for Weakly-Supervised Object Detection
CVPR 2016
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation
CVPR 2016
Seeing Through the Human Reporting Bias: Visual Classifiers From Noisy Human-Centric Labels
CVPR 2016
Saliency Guided Dictionary Learning for Weakly-Supervised Image Parsing
CVPR 2016
Deep Hand: How to Train a CNN on 1 Million Hand Images When Your Data Is Continuous and Weakly Labelled
CVPR 2016
Efficient Point Process Inference for Large-Scale Object Detection
CVPR 2016
Defining Emotionally Salient Regions Using Qualitative Agreement Method
INTERSPEECH 2016
Semi-automatic Detection of Cross-lingual Marketing Blunders based on Pragmatic Label Propagation in Wiktionary
COLING 2016
Fashion Style in 128 Floats: Joint Ranking and Classification Using Weak Data for Feature Extraction
CVPR 2016
Backtracking ScSPM Image Classifier for Weakly Supervised Top-Down Saliency
CVPR 2016
LOMo: Latent Ordinal Model for Facial Analysis in Videos
CVPR 2016
NetVLAD: CNN Architecture for Weakly Supervised Place Recognition
CVPR 2016
Loss factorization, weakly supervised learning and label noise robustness
ICML 2016
Estimating the class prior and posterior from noisy positives and unlabeled data
NIPS 2016
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