Multiple Instance Learning

Multiple Instance Learning is a type of weakly supervised learning algorithm where training data is arranged in bags, where each bag contains a set of instances $X=\{x_1,x_2, \ldots,x_M\}$, and there is one single label $Y$ per bag, $Y\in\{0, 1\}$ in the case of a binary classification problem. It is assumed that individual labels $y_1, y_2,\ldots, y_M$ exist for the instances within a bag, but they are unknown during training. In the standard Multiple Instance assumption, a bag is considered negative if all its instances are negative. On the other hand, a bag is positive, if at least one instance in the bag is positive.

Source: Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 651–700 of 744 papers

Title	Date	Tasks	Status	Hype
Explaining Aviation Safety Incidents Using Deep Temporal Multiple Instance Learning	Oct 12, 2017	Multiple Instance LearningTime Series	—Unverified	0
Bag-Level Aggregation for Multiple Instance Active Learning in Instance Classification Problems	Oct 6, 2017	Active LearningGeneral Classification	—Unverified	0
An In-field Automatic Wheat Disease Diagnosis System	Sep 26, 2017	ManagementMultiple Instance Learning	—Unverified	0
An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective	Sep 1, 2017	Multiple Instance LearningQuestion Answering	—Unverified	0
NITE: A Neural Inductive Teaching Framework for Domain Specific NER	Sep 1, 2017	Document ClassificationMultiple Instance Learning	—Unverified	0
Video Segmentation via Multiple Granularity Analysis	Jul 1, 2017	Multiple Instance LearningSegmentation	—Unverified	0
Variational Bayesian Multiple Instance Learning With Gaussian Processes	Jul 1, 2017	Gaussian ProcessesMultiple Instance Learning	CodeCode Available	0
Efficient Multiple Instance Metric Learning Using Weakly Supervised Data	Jul 1, 2017	Face IdentificationMetric Learning	—Unverified	0
Multiple Instance Dictionary Learning for Beat-to-Beat Heart Rate Monitoring from Ballistocardiograms	Jun 11, 2017	Dictionary LearningHeart rate estimation	—Unverified	0
Automatic Emphysema Detection using Weakly Labeled HRCT Lung Images	Jun 7, 2017	Multiple Instance Learning	—Unverified	0
Ensemble of Part Detectors for Simultaneous Classification and Localization	May 29, 2017	ClassificationClustering	—Unverified	0
Deep Patch Learning for Weakly Supervised Object Classification and Discovery	May 6, 2017	ClassificationGeneral Classification	CodeCode Available	0
Convex Formulation of Multiple Instance Learning from Positive and Unlabeled Bags	Apr 22, 2017	Content-Based Image RetrievalImage Retrieval	CodeCode Available	0
Training object class detectors with click supervision	Apr 20, 2017	Multiple Instance LearningObject	—Unverified	0
Action Representation Using Classifier Decision Boundaries	Apr 6, 2017	Action RecognitionMultiple Instance Learning	—Unverified	0
Classification of Diabetic Retinopathy Images Using Multi-Class Multiple-Instance Learning Based on Color Correlogram Features	Apr 5, 2017	ClassificationGeneral Classification	—Unverified	0
Multiple Instance Detection Network with Online Instance Classifier Refinement	Apr 1, 2017	Multiple Instance LearningObject	CodeCode Available	1
Multiple Instance Learning with the Optimal Sub-Pattern Assignment Metric	Mar 27, 2017	ClusteringGeneral Classification	—Unverified	0
Weakly Supervised Object Localization Using Things and Stuff Transfer	Mar 23, 2017	Multiple Instance LearningObject	—Unverified	0
Classification of COPD with Multiple Instance Learning	Mar 15, 2017	ClassificationGeneral Classification	—Unverified	0
Label Stability in Multiple Instance Learning	Mar 15, 2017	Medical Image AnalysisMultiple Instance Learning	—Unverified	0
Model-Based Multiple Instance Learning	Mar 7, 2017	ClusteringDecision Making	—Unverified	0
Explicit Document Modeling through Weighted Multiple-Instance Learning	Feb 17, 2017	Multiple Instance LearningSentence	CodeCode Available	0
Multiple Instance Hybrid Estimator for Learning Target Signatures	Jan 9, 2017	Multiple Instance Learning	—Unverified	0
Constrained Deep Weak Supervision for Histopathology Image Segmentation	Jan 3, 2017	Image SegmentationMultiple Instance Learning	—Unverified	0
PIGMIL: Positive Instance Detection via Graph Updating for Multiple Instance Learning	Dec 12, 2016	Multiple Instance Learning	—Unverified	0
Multiple Instance Learning: A Survey of Problem Characteristics and Applications	Dec 11, 2016	BenchmarkingDocument Classification	CodeCode Available	0
Weakly Supervised Cascaded Convolutional Networks	Nov 24, 2016	Multiple Instance LearningObject	—Unverified	0
User Personalized Satisfaction Prediction via Multiple Instance Deep Learning	Nov 24, 2016	Deep Learningfeature selection	—Unverified	0
Learning Time Series Detection Models from Temporally Imprecise Labels	Nov 7, 2016	Multiple Instance LearningTime Series	—Unverified	0
Human versus Machine Attention in Document Classification: A Dataset with Crowdsourced Annotations	Nov 1, 2016	Document ClassificationGeneral Classification	—Unverified	0
Multiple Instance Fuzzy Inference Neural Networks	Oct 17, 2016	LandmineMultiple Instance Learning	—Unverified	0
Multiple Instance Learning Convolutional Neural Networks for Object Recognition	Oct 11, 2016	Data AugmentationMultiple Instance Learning	—Unverified	0
Revisiting Multiple Instance Neural Networks	Oct 8, 2016	CPUMultiple Instance Learning	—Unverified	0
Using Neural Network Formalism to Solve Multiple-Instance Problems	Sep 23, 2016	Multiple Instance Learning	CodeCode Available	1
Discriminatively Trained Latent Ordinal Model for Video Classification	Aug 8, 2016	Action RecognitionClassification	—Unverified	0
Modeling Context Between Objects for Referring Expression Understanding	Aug 1, 2016	Multiple Instance LearningObject	CodeCode Available	0
Weakly Supervised Scalable Audio Content Analysis	Jun 12, 2016	Event DetectionMultiple Instance Learning	—Unverified	0
WELDON: Weakly Supervised Learning of Deep Convolutional Neural Networks	Jun 1, 2016	Multiple Instance LearningWeakly-supervised Learning	CodeCode Available	0
Weakly Supervised Object Localization With Progressive Domain Adaptation	Jun 1, 2016	ClassificationDomain Adaptation	—Unverified	0
Self Paced Deep Learning for Weakly Supervised Object Detection	May 24, 2016	Deep LearningMultiple Instance Learning	CodeCode Available	0
Heart Beat Characterization from Ballistocardiogram Signals using Extended Functions of Multiple Instances	May 16, 2016	Heart rate estimationMultiple Instance Learning	—Unverified	0
Audio Event Detection using Weakly Labeled Data	May 9, 2016	Event DetectionMultiple Instance Learning	—Unverified	0
Detection of Major ASL Sign Types in Continuous Signing For ASL Recognition	May 1, 2016	Multiple Instance Learning	—Unverified	0
Spot On: Action Localization from Pointly-Supervised Proposals	Apr 26, 2016	Action LocalizationMultiple Instance Learning	—Unverified	0
Learning Models for Actions and Person-Object Interactions with Transfer to Question Answering	Apr 16, 2016	General ClassificationHuman-Object Interaction Detection	—Unverified	0
LOMo: Latent Ordinal Model for Facial Analysis in Videos	Apr 6, 2016	Multiple Instance LearningWeakly-supervised Learning	—Unverified	0
Instance Influence Estimation for Hyperspectral Target Signature Characterization using Extended Functions of Multiple Instances	Mar 21, 2016	Multiple Instance Learning	—Unverified	0
On the Complexity of One-class SVM for Multiple Instance Learning	Mar 16, 2016	Multiple Instance Learning	—Unverified	0
Multiple instance learning for sequence data with across bag dependencies	Jan 30, 2016	ClassificationGeneral Classification	—Unverified	0

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All datasets CAMELYON16 TCGA Elephant Musk v1 Musk v2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Snuffy (DINO Exhaustive)	AUC	0.99	—	Unverified
2	Snuffy (SimCLR Exhaustive)	AUC	0.97	—	Unverified
3	CAMIL	AUC	0.96	—	Unverified
4	CAMIL (CAMIL-L)	AUC	0.95	—	Unverified
5	CAMIL (CAMIL-G)	AUC	0.95	—	Unverified
6	DTFD-MIL (AFS)	AUC	0.95	—	Unverified
7	DTFD-MIL (MAS)	AUC	0.95	—	Unverified
8	DTFD-MIL (MaxMinS)	AUC	0.94	—	Unverified
9	TransMIL	AUC	0.93	—	Unverified
10	DSMIL-LC	AUC	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DTFD-MIL (MAS)	AUC	0.96	—	Unverified
2	DTFD-MIL (AFS)	ACC	0.95	—	Unverified
3	Snuffy (SimCLR Exhaustive)	ACC	0.95	—	Unverified
4	DSMIL-LC	ACC	0.93	—	Unverified
5	DSMIL	ACC	0.92	—	Unverified
6	DTFD-MIL (MaxMinS)	ACC	0.89	—	Unverified
7	TransMIL	ACC	0.88	—	Unverified
8	DTFD-MIL (MaxS)	ACC	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Snuffy	AUC	0.97	—	Unverified
2	DSMIL	ACC	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Snuffy	ACC	0.96	—	Unverified
2	DSMIL	ACC	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DSMIL	ACC	0.93	—	Unverified
2	Snuffy	ACC	0.79	—	Unverified