General Classification

Algorithms trying to solve the general task of classification.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 14581 papers

Title	Date	Tasks	Status	Hype
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis	Oct 28, 2020	AutoMLGeneral Classification	CodeCode Available	2
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification	Oct 26, 2020	Few-Shot Text ClassificationGeneral Classification	CodeCode Available	2
Enhancing Fine-grained Sentiment Classification Exploiting Local Context Embedding	Oct 2, 2020	Aspect-Based Sentiment Analysis (ABSA)Classification	CodeCode Available	2
Deep learning for time series classification	Oct 1, 2020	Activity RecognitionClassification	CodeCode Available	2
Graph Neural Networks in TensorFlow and Keras with Spektral	Jun 22, 2020	Deep LearningGeneral Classification	CodeCode Available	2
SCAN: Learning to Classify Images without Labels	May 25, 2020	ClassificationClustering	CodeCode Available	2
ktrain: A Low-Code Library for Augmented Machine Learning	Apr 19, 2020	BIG-bench Machine LearningClassification	CodeCode Available	2
CLUE: A Chinese Language Understanding Evaluation Benchmark	Apr 13, 2020	General ClassificationMachine Reading Comprehension	CodeCode Available	2
Would Mega-scale Datasets Further Enhance Spatiotemporal 3D CNNs?	Apr 10, 2020	General ClassificationOpen-Ended Question Answering	CodeCode Available	2
X3D: Expanding Architectures for Efficient Video Recognition	Apr 9, 2020	Action Classificationfeature selection	CodeCode Available	2
Speaker-change Aware CRF for Dialogue Act Classification	Apr 6, 2020	ClassificationDialogue Act Classification	CodeCode Available	2
BAE: BERT-based Adversarial Examples for Text Classification	Apr 4, 2020	Adversarial AttackAdversarial Text	CodeCode Available	2
On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited	Mar 12, 2020	ClassificationGeneral Classification	CodeCode Available	2
Transferability of Adversarial Examples to Attack Cloud-based Image Classifier Service	Jan 8, 2020	ClassificationGeneral Classification	CodeCode Available	2
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction	Dec 17, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	2
Graph Transformer Networks	Nov 6, 2019	General ClassificationHeterogeneous Node Classification	CodeCode Available	2
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach	Aug 31, 2019	ArticlesBenchmarking	CodeCode Available	2
Fixing the train-test resolution discrepancy	Jun 14, 2019	Data AugmentationFine-Grained Image Classification	CodeCode Available	2
Leveraging Latent Features for Local Explanations	May 29, 2019	General ClassificationOpen-Ended Question Answering	CodeCode Available	2
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks	Jan 31, 2019	Data AugmentationGeneral Classification	CodeCode Available	2
Knowledge Representation Learning: A Quantitative Review	Dec 28, 2018	General ClassificationInformation Retrieval	CodeCode Available	2
Multi-Task Learning as Multi-Objective Optimization	Oct 10, 2018	Depth EstimationGeneral Classification	CodeCode Available	2
Deep learning for time series classification: a review	Sep 12, 2018	Deep LearningGeneral Classification	CodeCode Available	2
3D Steerable CNNs: Learning Rotationally Equivariant Features in Volumetric Data	Jul 6, 2018	General Classification	CodeCode Available	2
PyCM: Multiclass confusion matrix library in Python	May 29, 2018	General Classification	CodeCode Available	2

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All datasets XOR iris Activity Fashion-MNIST ISOLET Mice Protein MNIST Wine

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	KNN	Accuracy	93.1	—	Unverified
2	RF	Accuracy	92.96	—	Unverified
3	CART	Accuracy	92.82	—	Unverified
4	LDA	Accuracy	77.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified
2	XBNET	Accuracy	100	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	67.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	13.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	90.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified