Classification

Classification is the task of categorizing a set of data into predefined classes or groups. The aim of classification is to train a model to correctly predict the class or group of new, unseen data. The model is trained on a labeled dataset where each instance is assigned a class label. The learning algorithm then builds a mapping between the features of the data and the class labels. This mapping is then used to predict the class label of new, unseen data points. The quality of the prediction is usually evaluated using metrics such as accuracy, precision, and recall.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 7001–7050 of 12815 papers

Title	Date	Tasks	Status	Hype
A priori estimates for classification problems using neural networks	Sep 28, 2020	ClassificationGeneral Classification	—Unverified	0
Instance-based Counterfactual Explanations for Time Series Classification	Sep 28, 2020	Classificationcounterfactual	CodeCode Available	1
A new network-base high-level data classification methodology (Quipus) by modeling attribute-attribute interactions	Sep 28, 2020	AttributeClassification	—Unverified	0
Multi-scale Receptive Fields Graph Attention Network for Point Cloud Classification	Sep 28, 2020	ClassificationGeneral Classification	CodeCode Available	0
Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization	Sep 27, 2020	ClassificationDomain Generalization	CodeCode Available	1
Piece-wise Matching Layer in Representation Learning for ECG Classification	Sep 26, 2020	ClassificationECG Classification	—Unverified	0
High Definition image classification in Geoscience using Machine Learning	Sep 25, 2020	BIG-bench Machine LearningClassification	CodeCode Available	0
A Diagnostic Study of Explainability Techniques for Text Classification	Sep 25, 2020	ClassificationDiagnostic	CodeCode Available	1
Enhancing MRI Brain Tumor Segmentation with an Additional Classification Network	Sep 25, 2020	Brain Tumor SegmentationClassification	—Unverified	0
Process mining classification with a weightless neural network	Sep 25, 2020	ClassificationGeneral Classification	—Unverified	0
A Research Review on Detection and Classification of Power Quality Disturbances caused by Integration of Renewable Energy Sources	Sep 24, 2020	ClassificationGeneral Classification	—Unverified	0
Unifying data for fine-grained visual species classification	Sep 24, 2020	ClassificationGeneral Classification	—Unverified	0
Self-Weighted Robust LDA for Multiclass Classification with Edge Classes	Sep 24, 2020	ClassificationComputational Efficiency	—Unverified	0
PK-GCN: Prior Knowledge Assisted Image Classification using Graph Convolution Networks	Sep 24, 2020	ClassificationDeep Learning	—Unverified	0
Multi-View Brain HyperConnectome AutoEncoder For Brain State Classification	Sep 24, 2020	ClassificationGeneral Classification	CodeCode Available	1
Novel Keyword Extraction and Language Detection Approaches	Sep 24, 2020	ClassificationGeneral Classification	—Unverified	0
Semi-supervised sequence classification through change point detection	Sep 24, 2020	Activity RecognitionChange Point Detection	—Unverified	0
Compressive spectral image classification using 3D coded convolutional neural network	Sep 23, 2020	ClassificationDeep Learning	—Unverified	0
Fair Meta-Learning For Few-Shot Classification	Sep 23, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Grain Surface Classification via Machine Learning Methods	Sep 23, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Multiplexed Illumination for Classifying Visually Similar Objects	Sep 23, 2020	ClassificationGeneral Classification	—Unverified	0
Probabilistic Label Trees for Extreme Multi-label Classification	Sep 23, 2020	ClassificationExtreme Multi-Label Classification	CodeCode Available	1
Text Classification with Novelty Detection	Sep 23, 2020	ClassificationGeneral Classification	—Unverified	0
On Data Augmentation for Extreme Multi-label Classification	Sep 22, 2020	ClassificationData Augmentation	—Unverified	0
TSV Extrusion Morphology Classification Using Deep Convolutional Neural Networks	Sep 22, 2020	ClassificationData Augmentation	—Unverified	0
GraphCrop: Subgraph Cropping for Graph Classification	Sep 22, 2020	ClassificationData Augmentation	—Unverified	0
Deep N-ary Error Correcting Output Codes	Sep 22, 2020	ClassificationEnsemble Learning	CodeCode Available	0
ALICE: Active Learning with Contrastive Natural Language Explanations	Sep 22, 2020	Active LearningClassification	—Unverified	0
Adaptive Meta-Learning for Identification of Rover-Terrain Dynamics	Sep 21, 2020	ClassificationGeneral Classification	CodeCode Available	0
Resilient In-Season Crop Type Classification in Multispectral Satellite Observations using Growth Stage Normalization	Sep 21, 2020	ClassificationGeneral Classification	CodeCode Available	0
Visual-Semantic Embedding Model Informed by Structured Knowledge	Sep 21, 2020	ClassificationGeneral Classification	—Unverified	0
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing	Sep 21, 2020	ClassificationGeneral Classification	—Unverified	0
ContourCNN: convolutional neural network for contour data classification	Sep 20, 2020	ClassificationGeneral Classification	—Unverified	0
A Hybrid Classification Approach using Topic Modeling and Graph Convolution Networks	Sep 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
Weak-shot Fine-grained Classification via Similarity Transfer	Sep 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
Toward the Automatic Classification of Self-Affirmed Refactoring	Sep 19, 2020	Classificationfeature selection	—Unverified	0
Hyperspectral Image Classification Method Based on 2D–3D CNN and Multibranch Feature Fusion	Sep 18, 2020	ClassificationGeneral Classification	—Unverified	0
Industrial Topics in Urban Labor System	Sep 18, 2020	ClassificationGeneral Classification	—Unverified	0
Multi-species Seagrass Detection and Classification from Underwater Images	Sep 18, 2020	ClassificationGeneral Classification	CodeCode Available	1
Optimizing Speech Emotion Recognition using Manta-Ray Based Feature Selection	Sep 18, 2020	ClassificationEmotion Recognition	—Unverified	0
Sequential changepoint detection in classification data under label shift	Sep 18, 2020	ClassificationGeneral Classification	—Unverified	0
Compact Learning for Multi-Label Classification	Sep 18, 2020	ClassificationDimensionality Reduction	—Unverified	0
A Multimodal Memes Classification: A Survey and Open Research Issues	Sep 17, 2020	ClassificationGeneral Classification	—Unverified	0
Deep Learning Approaches to Classification of Production Technology for 19th Century Books	Sep 17, 2020	ClassificationGeneral Classification	—Unverified	0
A Network-Based High-Level Data Classification Algorithm Using Betweenness Centrality	Sep 16, 2020	ClassificationGeneral Classification	—Unverified	0
An Extensive Experimental Evaluation of Automated Machine Learning Methods for Recommending Classification Algorithms (Extended Version)	Sep 16, 2020	AutoMLBIG-bench Machine Learning	—Unverified	0
Solomon at SemEval-2020 Task 11: Ensemble Architecture for Fine-Tuned Propaganda Detection in News Articles	Sep 16, 2020	ArticlesClassification	—Unverified	0
m-arcsinh: An Efficient and Reliable Function for SVM and MLP in scikit-learn	Sep 16, 2020	BIG-bench Machine LearningClassification	CodeCode Available	0
Feature Fusion via Multiresolution Compressive Measurement Matrix Analysis For Spectral Image Classification	Sep 15, 2020	Classificationimage-classification	CodeCode Available	0
Detección de comunidades en redes: Algoritmos y aplicaciones	Sep 15, 2020	ClassificationClustering	—Unverified	0

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All datasets InDL MHIST N-ImageNet SPOT-10 Full-body Parkinson’s disease dataset Autoimmune Dataset N-CARS N-ImageNet (mini)ImageNet C-OOD (class-out-of-distribution)CWRU Bearing Dataset Burr classification images ForgeryNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ConvNext	Average Recall	93.47	—	Unverified
2	VGG16	Average Recall	92.86	—	Unverified
3	DenseNet201	Average Recall	90.99	—	Unverified
4	Inception ResNet V2	Average Recall	90.27	—	Unverified
5	Xception	Average Recall	89.81	—	Unverified
6	NASNetLarge	Average Recall	89.52	—	Unverified
7	Darknet53	Average Recall	88.53	—	Unverified
8	ResNetV2_50	Average Recall	88.08	—	Unverified
9	MobileNetV3	Average Recall	84.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MoCo-v2 (ResNet-50)	Accuracy	88.03	—	Unverified
2	MoCo-v2 (ResNet-50)	Accuracy	85.88	—	Unverified
3	Barlow Twins (ResNet-50)	Accuracy	84.03	—	Unverified
4	SwAV (ResNet-50)	Accuracy	83.21	—	Unverified
5	Supervised (ViT-S/16)	Accuracy	81.68	—	Unverified
6	Barlow Rwins (ResNet-50)	Accuracy	81.27	—	Unverified
7	DINO (ViT-S/16)	Accuracy	79.43	—	Unverified
8	Supervised (ResNet-50)	Accuracy	78.92	—	Unverified
9	SwAV (ResNet-50)	Accuracy	77.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Event Spike Tensor	Accuracy (%)	48.93	—	Unverified
2	DiST	Accuracy (%)	48.43	—	Unverified
3	Sorted Time Surface	Accuracy (%)	47.9	—	Unverified
4	Event Histogram	Accuracy (%)	47.73	—	Unverified
5	HATS	Accuracy (%)	47.14	—	Unverified
6	Binary Event Image	Accuracy (%)	46.36	—	Unverified
7	Timestamp Image	Accuracy (%)	45.86	—	Unverified
8	Event Image	Accuracy (%)	45.77	—	Unverified
9	Time Surface	Accuracy (%)	44.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseNet121 Distiller	Accuracy	81.84	—	Unverified
2	ResNet101V2 Distiller	Accuracy	80.29	—	Unverified
3	ResNet50V2 Distiller	Accuracy	79.03	—	Unverified
4	MobileNet Distiller	Accuracy	78.26	—	Unverified
5	MobileNetV3Small Distiller	Accuracy	78.04	—	Unverified
6	MobileNetV3Large Distiller	Accuracy	77.88	—	Unverified
7	NASNetMobile Distiller	Accuracy	77.75	—	Unverified
8	MobileNetV2 Distiller	Accuracy	77.53	—	Unverified
9	ResNet50 Distiller	Accuracy	77.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseFormerV2	F1-score (weighted)	0.59	—	Unverified
2	PD STGCN	F1-score (weighted)	0.48	—	Unverified
3	MotionBERT	F1-score (weighted)	0.47	—	Unverified
4	Pose Transformers (POTR)	F1-score (weighted)	0.46	—	Unverified
5	MotionBERT-LITE	F1-score (weighted)	0.43	—	Unverified
6	MotionAGFormer	F1-score (weighted)	0.42	—	Unverified
7	Mixste	F1-score (weighted)	0.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Swin Transformer Base (Patch 4 Window 12)	F1 score	0.89	—	Unverified
2	CASS	F1 score	0.89	—	Unverified
3	CASS	F1 score	0.87	—	Unverified
4	DINO	F1 score	0.86	—	Unverified
5	DINO	F1 score	0.84	—	Unverified
6	VANBUREN et all	F1 score	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MEM	Accuracy (%)	98.55	—	Unverified
2	GET	Accuracy (%)	96.7	—	Unverified
3	ResNet34 + EST	Accuracy (%)	92.5	—	Unverified
4	Spiking VGG-11	Accuracy (%)	92.4	—	Unverified
5	Spiking MobileNet-64	Accuracy (%)	91.7	—	Unverified
6	Spiking DenseNet121-24	Accuracy (%)	90.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Event Imge	Accuracy (%)	61.42	—	Unverified
2	Event Histogram	Accuracy (%)	61.02	—	Unverified
3	Timestamp Image	Accuracy (%)	60.46	—	Unverified
4	DiST	Accuracy (%)	59.74	—	Unverified
5	Sorted Time Surface	Accuracy (%)	58.38	—	Unverified
6	Binary Event Image	Accuracy (%)	53.52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-L/32-384 with Max-logit	Detection AUROC (severity 0)	1	—	Unverified
2	ViT-L/32-384 with ODIN	Detection AUROC (severity 0)	1	—	Unverified
3	ViT-L/32-384 with Entropy	Detection AUROC (severity 0)	0.99	—	Unverified
4	ViT-L/32-384 with MC Dropout	Detection AUROC (severity 0)	0.99	—	Unverified
5	ViT-L/32-384 with Softmax	Detection AUROC (severity 0)	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixMamba-Fewshot	10 fold Cross validation	99.93	—	Unverified
2	Few-shot Transformer Covariance	10 fold Cross validation	99.86	—	Unverified
3	MCNN-LSTM	10 fold Cross validation	98.46	—	Unverified
4	CNN	10 fold Cross validation	7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	70_divisions	precision	93.2	—	Unverified
2	60_divisions	precision	93.2	—	Unverified
3	80_divisions	precision	93.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MINTIME-XC	AUC	94.25	—	Unverified
2	SlowFast R-50	AUC	90.86	—	Unverified
3	MINTIME-EF	AUC	90.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseNet121	Robustness Score	0.91	—	Unverified
2	ResNet 50	Robustness Score	0.9	—	Unverified
3	VGG-16	Robustness Score	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BIOSCAN_1M_order_classifier	Macro F1	92.65	—	Unverified
2	BIOSCAN_1M_family_classifier	Macro F1	91.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	62.5	—	Unverified
2	OPT-125M	Test Accuracy	61.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	75.71	—	Unverified
2	OPT-125M	Test Accuracy	75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	1 shot Micro-F1	96.86	—	Unverified
2	BiLSTM-CRF	1 shot Micro-F1	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVM	F1-score (Weighted)	86.19	—	Unverified
2	RoBERTa	F1-score (Weighted)	78.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLNet	1:1 Accuracy	95.07	—	Unverified
2	CPM	1:1 Accuracy	50	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	60.89	—	Unverified
2	OPT-125M	Test Accuracy	57.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ELM Neuron	Accuracy (%)	82	—	Unverified
2	LSTM	Accuracy (%)	10	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	90.78	—	Unverified
2	OPT-125M	Test Accuracy	85.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	56.14	—	Unverified
2	OPT-125M	Test Accuracy	53.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	64.16	—	Unverified
2	OPT-125M	Test Accuracy	59.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MambaNet	AUROC	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RandomForestClassifier	Accuracy	82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN + Attention + LSTM + CNN	Accuracy (%)	86.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WeaSEL	1:1 Accuracy	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DINO	F1 score	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AAPSO-Deep Feature Selection	Accuracy	98.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	Validation Accuracy	93.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet8×4	Accuracy	77.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-L/16 (Background)	Accuracy on Brightness Corrupted Images	99.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Random Forest	AUC	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	lstm	Accuracy	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSTP	Accuracy	95.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RECALL	Overall accuracy after last sequence	57.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RECALL	Overall accuracy after last sequence	4,065	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TD-CNN- Attention	F1 score	99.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-RN50x64	1-of-100 Accuracy	61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVM	F1 (%)	97.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HSQformer	AUC	83.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaferSegClassNet	Accuracy	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	C-Tran, preprocessing, augmentation	ML F1	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	μ RadNet	1:1 Accuracy	99.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet 50	Accuracy (% )	92.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pFedBreD_ns_mg	Accuracy	73.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGD_ss	F1 (Seqeval)	2,020	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LangGas	Frame Level Accuracy	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1DCNN-ResNet	macro f1 score (A(100), B(100), C(100) Avg.)	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	25.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSI-H Transformer	AUPRC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	42.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	36.2	—	Unverified