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 11051–11100 of 12815 papers

Title	Date	Tasks	Status
A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information	Nov 1, 2022	ClassificationClassification Of Hyperspectral Images	—Unverified
A New Gene Selection Algorithm using Fuzzy-Rough Set Theory for Tumor Classification	Mar 26, 2020	Classificationfeature selection	—Unverified
A new hierarchical method for inter-patient heartbeat classification using random projections and RR intervals	Jun 30, 2014	ClassificationGeneral Classification	—Unverified
A New Machine Learning Dataset of Bulldog Nostril Images for Stenosis Degree Classification	Mar 11, 2024	Binary ClassificationClassification	—Unverified
A New Method for Classification of Datasets for Data Mining	Dec 1, 2016	ClassificationGeneral Classification	—Unverified
A New Method for Epileptic Seizure Classification in EEG Using Adapted Wavelet Packets	May 12, 2018	ClassificationEEG	—Unverified
A New Method for Features Normalization in Motor Imagery Few-Shot Learning using Resting-State	Mar 17, 2021	Brain Computer InterfaceClassification	—Unverified
A New Multi-input Model with the Attention Mechanism for Text Classification	Sep 25, 2019	Classificationtext-classification	—Unverified
A new network-base high-level data classification methodology (Quipus) by modeling attribute-attribute interactions	Sep 28, 2020	AttributeClassification	—Unverified
A New Perspective on Material Classification and Ink Identification	Jun 1, 2014	ClassificationGeneral Classification	—Unverified
A New Perspective on Pool-Based Active Classification and False-Discovery Control	Aug 14, 2020	Active LearningBinary Classification	—Unverified
A New Random Forest Ensemble of Intuitionistic Fuzzy Decision Trees	Mar 12, 2024	ClassificationEnsemble Learning	—Unverified
A New Spatio-Spectral Morphological Segmentation For Multi-Spectral Remote-Sensing Images	Feb 9, 2016	ClassificationDimensionality Reduction	—Unverified
A new trigonometric kernel function for support vector machine	Oct 16, 2022	Classification	—Unverified
An Exact Algorithm for F-Measure Maximization	Dec 1, 2011	Binary ClassificationClassification	—Unverified
An Exact Kernel Equivalence for Finite Classification Models	Aug 1, 2023	Classification	—Unverified
An example of use of Variational Methods in Quantum Machine Learning	Aug 7, 2022	Binary ClassificationClassification	—Unverified
An Experimental Evaluation of Nearest Neighbour Time Series Classification	Jun 18, 2014	ClassificationDynamic Time Warping	—Unverified
An experimental study of graph-based semi-supervised classification with additional node information	May 24, 2017	ClassificationGeneral Classification	—Unverified
An exploration of algorithmic discrimination in data and classification	Nov 6, 2018	ClassificationGeneral Classification	—Unverified
An Extensive Experimental Evaluation of Automated Machine Learning Methods for Recommending Classification Algorithms (Extended Version)	Sep 16, 2020	AutoMLBIG-bench Machine Learning	—Unverified
Angle-Based Cost-Sensitive Multicategory Classification	Mar 8, 2020	ClassificationGeneral Classification	—Unverified
Animacy Denoting German Nouns: Annotation and Classification	Jun 1, 2022	Classification	—Unverified
An image-driven machine learning approach to kinetic modeling of a discontinuous precipitation reaction	Jun 13, 2019	BIG-bench Machine LearningClassification	—Unverified
Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks	Nov 24, 2021	ClassificationTime Series	—Unverified
Animal behavior classification via deep learning on embedded systems	Nov 24, 2021	ClassificationDeep Learning	—Unverified
Animal Classification System: A Block Based Approach	Sep 6, 2016	ClassificationGeneral Classification	—Unverified
Animation and Chirplet-Based Development of a PIR Sensor Array for Intruder Classification in an Outdoor Environment	Apr 13, 2016	ClassificationGeneral Classification	—Unverified
An Improved Automatic Modulation Classification Scheme Based on Adaptive Fusion Network	Mar 7, 2022	Classificationvalid	—Unverified
An improved EfficientNetV2 for garbage classification	Mar 27, 2025	ClassificationData Augmentation	—Unverified
An Improved Naive Bayes Classifier-based Noise Detection Technique for Classifying User Phone Call Behavior	Oct 12, 2017	ClassificationGeneral Classification	—Unverified
An Improved Pure Fully Connected Neural Network for Rice Grain Classification	Mar 5, 2025	Classification	—Unverified
An Improved Self-supervised GAN via Adversarial Training	May 14, 2019	ClassificationGeneral Classification	—Unverified
An Improved Text Sentiment Classification Model Using TF-IDF and Next Word Negation	Jun 17, 2018	ClassificationGeneral Classification	—Unverified
An in-depth comparison of methods handling mixed-attribute data for general fuzzy min-max neural network	Sep 1, 2020	AttributeClassification	—Unverified
An Innovative Imputation and Classification Approach for Accurate Disease Prediction	Mar 10, 2016	AttributeClassification	—Unverified
An Innovative Word Encoding Method For Text Classification Using Convolutional Neural Network	Mar 11, 2019	ClassificationGeneral Classification	—Unverified
An Instance-based Plus Ensemble Learning Method for Classification of Scientific Papers	Sep 21, 2024	ClassificationEnsemble Learning	—Unverified
Integrated Generalized Zero-Shot Learning for Fine-Grained Classification	Dec 31, 2020	AttributeClassification	—Unverified
An Integrated Classification Model for Financial Data Mining	Sep 9, 2016	ClassificationGeneral Classification	—Unverified
An Integrated Deep Learning and Dynamic Programming Method for Predicting Tumor Suppressor Genes, Oncogenes, and Fusion from PDB Structures	May 17, 2021	Classification	—Unverified
An Integrated Inverse Space Sparse Representation Framework for Tumor Classification	Mar 9, 2018	ClassificationGeneral Classification	—Unverified
An Intelligent Hybrid Model for Identity Document Classification	Jun 7, 2021	ClassificationDocument Classification	—Unverified
GeoStat Representations of Time Series for Fast Classification	Jul 13, 2020	ClassificationDynamic Time Warping	—Unverified
An Interpretable Compression and Classification System: Theory and Applications	Jul 21, 2019	ClassificationData Compression	—Unverified
An Interpretable Web-based Glioblastoma Multiforme Prognosis Prediction Tool using Random Forest Model	Aug 30, 2021	ClassificationPrognosis	—Unverified
An Investigation of "Benford's" Law Divergence and Machine Learning Techniques for "Intra-Class" Separability of Fingerprint Images	Jan 5, 2022	BIG-bench Machine LearningClassification	—Unverified
An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese	May 23, 2019	ClassificationGeneral Classification	—Unverified
Anisotropic Diffusion Probabilistic Model for Imbalanced Image Classification	Sep 22, 2024	ClassificationDenoising	—Unverified
Anisotropic Graph Convolutional Network for Semi-supervised Learning	Oct 20, 2020	ClassificationGeneral Classification	—Unverified

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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