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

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Showing 5551–5600 of 12815 papers

Title	Date	Tasks	Status
DataGrinder: Fast, Accurate, Fully non-Parametric Classification Approach Using 2D Convex Hulls	Nov 11, 2015	ClassificationGeneral Classification	—Unverified
Data-level hybrid strategy selection for disk fault prediction model based on multivariate GAN	Oct 10, 2023	Classification	—Unverified
Data Pruning via Separability, Integrity, and Model Uncertainty-Aware Importance Sampling	Sep 20, 2024	Classificationimage-classification	—Unverified
Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy	Dec 9, 2024	ClassificationDiversity	—Unverified
Data Quality Estimation Framework for Faster Tax Code Classification	May 1, 2022	AttributeAttribute Value Extraction	—Unverified
Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data	May 1, 2020	ClassificationGeneral Classification	—Unverified
Data Science In Olfaction	Apr 8, 2024	Classification	—Unverified
Dataset Bias Prediction for Few-Shot Image Classification	Sep 29, 2021	ClassificationFew-Shot Image Classification	—Unverified
Dataset Complexity Assessment Based on Cumulative Maximum Scaled Area Under Laplacian Spectrum	Sep 29, 2022	Classification	—Unverified
Dataset Distillation for Histopathology Image Classification	Aug 19, 2024	ClassificationDataset Distillation	—Unverified
Dataset Mention Extraction and Classification	Jun 1, 2019	ClassificationGeneral Classification	—Unverified
DataWords: Getting Contrarian with Text, Structured Data and Explanations	Nov 9, 2021	Classificationnamed-entity-recognition	—Unverified
DaTscan SPECT Image Classification for Parkinson's Disease	Sep 9, 2019	ClassificationDiagnostic	—Unverified
DcardNet: Diabetic Retinopathy Classification at Multiple Levels Based on Structural and Angiographic Optical Coherence Tomography	Jun 9, 2020	ClassificationGeneral Classification	—Unverified
DCMD: Distance-based Classification Using Mixture Distributions on Microbiome Data	Mar 29, 2020	BIG-bench Machine LearningClassification	—Unverified
DCNNs: A Transfer Learning comparison of Full Weapon Family threat detection for Dual-Energy X-Ray Baggage Imagery	Jun 23, 2020	ClassificationGeneral Classification	—Unverified
DCSVM: Fast Multi-class Classification using Support Vector Machines	Oct 23, 2018	ClassificationGeneral Classification	—Unverified
DCT-HistoTransformer: Efficient Lightweight Vision Transformer with DCT Integration for histopathological image analysis	Oct 24, 2024	Binary ClassificationBreast Cancer Detection	—Unverified
DCU: Aspect-based Polarity Classification for SemEval Task 4	Aug 1, 2014	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified
DCU-UVT: Word-Level Language Classification with Code-Mixed Data	Oct 1, 2014	ClassificationGeneral Classification	—Unverified
DD-CNN: Depthwise Disout Convolutional Neural Network for Low-complexity Acoustic Scene Classification	Jul 25, 2020	Acoustic Scene ClassificationClassification	—Unverified
DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification	Dec 20, 2022	Classificationimage-classification	—Unverified
Dealing with Class Imbalance using Thresholding	Jul 10, 2016	ClassificationGeneral Classification	—Unverified
Improving Evaluation of Debiasing in Image Classification	Jun 8, 2022	Classificationimage-classification	—Unverified
Debiasing Embeddings for Reduced Gender Bias in Text Classification	Aug 7, 2019	ClassificationGeneral Classification	—Unverified
Debiasing Personal Identities in Toxicity Classification	Aug 14, 2019	BIG-bench Machine LearningClassification	—Unverified
Debunking Sentiment Lexicons: A Case of Domain-Specific Sentiment Classification for Croatian	Apr 1, 2017	ClassificationGeneral Classification	—Unverified
Decentralized Online Big Data Classification - a Bandit Framework	Aug 21, 2013	ClassificationGeneral Classification	—Unverified
Decision boundaries and convex hulls in the feature space that deep learning functions learn from images	Feb 5, 2022	Classificationimage-classification	—Unverified
Decision Concept Lattice vs. Decision Trees and Random Forests	Jun 1, 2021	BIG-bench Machine LearningClassification	—Unverified
Decision Jungles: Compact and Rich Models for Classification	Dec 1, 2013	ClassificationGeneral Classification	—Unverified
Decision Making for Hierarchical Multi-label Classification with Multidimensional Local Precision Rate	May 16, 2022	ClassificationDecision Making	—Unverified
Decision Propagation Networks for Image Classification	Nov 27, 2019	ClassificationGeneral Classification	—Unverified
Decision Tree Algorithm Considering Distances Between Classes	Jun 29, 2022	Classification	—Unverified
Decision Tree Classification on Outsourced Data	Oct 18, 2016	ClassificationGeneral Classification	—Unverified
Decision Tree Classification with Differential Privacy: A Survey	Nov 7, 2016	ClassificationGeneral Classification	—Unverified
Decision Tree Design for Classification in Crowdsourcing Systems	May 1, 2018	ClassificationGeneral Classification	—Unverified
Declarative Approaches to Counterfactual Explanations for Classification	Nov 15, 2020	Classificationcounterfactual	—Unverified
Declarative Machine Learning - A Classification of Basic Properties and Types	May 19, 2016	BIG-bench Machine LearningClassification	—Unverified
Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features	Oct 25, 2018	ClassificationEEG	—Unverified
Decoding Imagined Speech and Computer Control using Brain Waves	Nov 8, 2019	Binary ClassificationClassification	—Unverified
Decoding Imagined Speech using Wavelet Features and Deep Neural Networks	Mar 19, 2020	ClassificationEEG	—Unverified
Decoding the Alphabet Soup of Degrees in the United States Postsecondary Education System Through Hybrid Method: Database and Text Mining	Sep 6, 2023	Classification	—Unverified
Decoding visemes: improving machine lipreading	Oct 3, 2017	ClassificationGeneral Classification	—Unverified
Decomposing and Recomposing Event Structure	Mar 18, 2021	ClassificationSentence	—Unverified
Decomposition-Based Transfer Distance Metric Learning for Image Classification	Apr 8, 2019	ClassificationGeneral Classification	—Unverified
Deconstructing Classifiers: Towards A Data Reconstruction Attack Against Text Classification Models	Jun 23, 2023	ClassificationReconstruction Attack	—Unverified
Decontamination of Mutual Contamination Models	Sep 30, 2017	BIG-bench Machine LearningClassification	—Unverified
Decoupled DETR: Spatially Disentangling Localization and Classification for Improved End-to-End Object Detection	Oct 24, 2023	ClassificationDecoder	—Unverified
Decoupled Training for Long-Tailed Classification With Stochastic Representations	Apr 19, 2023	ClassificationRepresentation Learning	—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