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 7601–7650 of 12815 papers

Title	Date	Tasks	Status
Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation	Jul 14, 2024	ClassificationEmotion Classification	—Unverified
Enhancing Facial Classification and Recognition using 3D Facial Models and Deep Learning	Dec 8, 2023	ClassificationGender Classification	—Unverified
Enhancing Fine-Grained Classification for Low Resolution Images	May 1, 2021	AttributeClassification	—Unverified
Enhancing Healthcare with EOG: A Novel Approach to Sleep Stage Classification	Sep 25, 2023	ClassificationEEG	—Unverified
Enhancing Instance-Level Image Classification with Set-Level Labels	Nov 9, 2023	ClassificationFew-Shot Learning	—Unverified
Enhancing Interpretability Through Loss-Defined Classification Objective in Structured Latent Spaces	Dec 11, 2024	ClassificationMetric Learning	—Unverified
Rearchitecting Classification Frameworks For Increased Robustness	May 26, 2019	Autonomous DrivingClassification	—Unverified
Enhancing MRI Brain Tumor Segmentation with an Additional Classification Network	Sep 25, 2020	Brain Tumor SegmentationClassification	—Unverified
Enhancing Multilingual Voice Toxicity Detection with Speech-Text Alignment	Jun 14, 2024	Classification	—Unverified
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization	Apr 19, 2025	ClassificationFine-Grained Image Classification	—Unverified
Enhancing Non-mass Breast Ultrasound Cancer Classification With Knowledge Transfer	Apr 18, 2022	Cancer ClassificationClassification	—Unverified
Enhancing Pashto Text Classification using Language Processing Techniques for Single And Multi-Label Analysis	May 4, 2023	Classificationtext-classification	—Unverified
Enhancing Persona Classification in Dialogue Systems: A Graph Neural Network Approach	Dec 17, 2024	ClassificationDialogue Understanding	—Unverified
Enhancing Personalized Recipe Recommendation Through Multi-Class Classification	Sep 16, 2024	ClassificationMulti-class Classification	—Unverified
Enhancing Power Quality Event Classification with AI Transformer Models	Feb 22, 2024	ClassificationDeep Learning	—Unverified
Enhancing Robustness of Machine Learning Systems via Data Transformations	Apr 9, 2017	BIG-bench Machine LearningClassification	—Unverified
Enhancing Sampling Protocol for Point Cloud Classification Against Corruptions	Aug 22, 2024	Autonomous DrivingClassification	—Unverified
Enhancing Sound Texture in CNN-Based Acoustic Scene Classification	Jan 6, 2019	Acoustic Scene ClassificationClassification	—Unverified
Enhancing Stance Classification on Social Media Using Quantified Moral Foundations	Oct 15, 2023	ClassificationStance Classification	—Unverified
Enhancing Text Classification with a Novel Multi-Agent Collaboration Framework Leveraging BERT	Feb 25, 2025	ClassificationDecision Making	—Unverified
Enhancing the Identification of Cyberbullying through Participant Roles	Oct 13, 2020	Binary ClassificationClassification	—Unverified
Enhancing Transformer Efficiency for Multivariate Time Series Classification	Mar 28, 2022	ClassificationTime Series	—Unverified
Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification	Sep 5, 2023	Active LearningClassification	—Unverified
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification	Jun 1, 2022	ArticlesClassification	—Unverified
Enriching Keywords Database UsingWordnets – a Case Study	Jul 1, 2019	Classification	—Unverified
ENRICHMENT OF FEATURES FOR CLASSIFICATION USING AN OPTIMIZED LINEAR/NON-LINEAR COMBINATION OF INPUT FEATURES	Jan 1, 2018	ClassificationGeneral Classification	—Unverified
Ensemble-Based Medical Relation Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified
Boosting the performance of anomalous diffusion classifiers with the proper choice of features	Dec 30, 2021	ClassificationTask 2	—Unverified
Ensemble Classification of Grants using LDA-based Features	May 1, 2016	ClassificationDecision Making	—Unverified
Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection	May 8, 2022	ClassificationIntrusion Detection	—Unverified
Ensemble Classifier for Eye State Classification using EEG Signals	Sep 25, 2017	Brain Computer InterfaceClassification	—Unverified
Ensemble CNNs for Breast Tumor Classification	Apr 11, 2023	Classification	—Unverified
Ensemble Committees for Stock Return Classification and Prediction	Apr 5, 2014	Binary ClassificationClassification	—Unverified
Ensemble Detection of Single & Multiple Events at Sentence-Level	Mar 24, 2014	ClassificationGeneral Classification	—Unverified
Ensemble emotion recognizing with multiple modal physiological signals	Jan 1, 2020	ClassificationEEG	—Unverified
Ensemble Learning Based Classification Algorithm Recommendation	Jan 15, 2021	ClassificationEnsemble Learning	—Unverified
Ensemble learning of diffractive optical networks	Sep 15, 2020	BIG-bench Machine LearningClassification	—Unverified
Ensemble Learning using Error Correcting Output Codes: New Classification Error Bounds	Sep 18, 2021	ClassificationEnsemble Learning	—Unverified
Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors	May 20, 2021	BIG-bench Machine LearningClassification	—Unverified
Ensemble Maximum Entropy Classification and Linear Regression for Author Age Prediction	Oct 4, 2016	Author ProfilingClassification	—Unverified
Ensemble Methods for Multi-label Classification	Jul 6, 2013	ClassificationGeneral Classification	—Unverified
Ensemble Methods of Classification for Power Systems Security Assessment	Jan 7, 2016	ClassificationDecision Making	—Unverified
Ensemble of Convolutional Neural Networks for Dermoscopic Images Classification	Aug 15, 2018	ClassificationGeneral Classification	—Unverified
Ensemble of Deep Learned Features for Melanoma Classification	Jul 20, 2018	ClassificationGeneral Classification	—Unverified
Ensemble of Part Detectors for Simultaneous Classification and Localization	May 29, 2017	ClassificationClustering	—Unverified
Ensemble Soft-Margin Softmax Loss for Image Classification	May 10, 2018	ClassificationDiversity	—Unverified
Ensembling Neural Networks for Digital Pathology Images Classification and Segmentation	Feb 3, 2018	ClassificationGeneral Classification	—Unverified
Entailment-Driven Privacy Policy Classification with LLMs	Sep 25, 2024	Classification	—Unverified
Entanglement and Tensor Networks for Supervised Image Classification	Jul 12, 2020	BIG-bench Machine LearningClassification	—Unverified
Entanglement Entropy of Target Functions for Image Classification and Convolutional Neural Network	Oct 16, 2017	ClassificationGeneral Classification	—Unverified

Show:10 25 50

← PrevPage 153 of 257Next →

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