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 7101–7150 of 12815 papers

Title	Date	Tasks	Status
Detecting Throat Cancer from Speech Signals using Machine Learning: A Scoping Literature Review	Jul 18, 2023	ArticlesBinary Classification	—Unverified
Detecting Tweets Reporting Birth Defect Pregnancy Outcome Using Two-View CNN RNN Based Architecture	Dec 1, 2020	ClassificationMulti-class Classification	—Unverified
Detecting Visually Relevant Sentences for Fine-Grained Classification	Aug 1, 2016	ClassificationFine-Grained Image Classification	—Unverified
Detection and Analysis of Emotion From Speech Signals	Jun 23, 2015	AttributeClassification	—Unverified
Detection and Classification of Breast Cancer Metastates Based on U-Net	Sep 9, 2019	ClassificationGeneral Classification	—Unverified
DETECTION AND CLASSIFICATION OF DIABETIC RETINOPATHY USING MACHINE LEARNING	Nov 7, 2020	BIG-bench Machine LearningClassification	—Unverified
Detection and Classification of Glioblastoma Brain Tumor	Apr 18, 2023	ClassificationComputational Efficiency	—Unverified
Detection and Classification of Industrial Signal Lights for Factory Floors	Apr 23, 2020	ClassificationGeneral Classification	—Unverified
Detection and Fine-Grained Classification of Cyberbullying Events	Sep 1, 2015	ClassificationGeneral Classification	—Unverified
Detection and Resolution of Rumours in Social Media: A Survey	Apr 3, 2017	ClassificationGeneral Classification	—Unverified
D\'etection et classification non supervis\'ees de relations s\'emantiques dans des articles scientifiques (Unsupervised Classification of Semantic Relations in Scientific Papers)	Jul 1, 2016	ArticlesClassification	—Unverified
Detection of bimanual gestures everywhere: why it matters, what we need and what is missing	Jul 9, 2017	ClassificationGeneral Classification	—Unverified
Detection of Mental Health from Reddit via Deep Contextualized Representations	Nov 1, 2020	ClassificationDiagnostic	—Unverified
Detection, Recognition and Tracking of Moving Objects from Real-time Video via Visual Vocabulary Model and Species Inspired PSO	Jun 2, 2017	ClassificationGeneral Classification	—Unverified
Determination of class-specific variables in nonparametric multiple-class classification	May 7, 2022	ClassificationDecision Making	—Unverified
Deterministic Bridge Regression for Compressive Classification	Mar 18, 2022	ClassificationForm	—Unverified
DetNet: Design Backbone for Object Detection	Sep 1, 2018	ClassificationGeneral Classification	—Unverified
DeTox at GermEval 2021: Toxic Comment Classification	Sep 1, 2021	ClassificationToxic Comment Classification	—Unverified
Developing an argument annotation scheme based on a semantic classification of arguments	Sep 1, 2022	Classification	—Unverified
Developing and Evaluating Tiny to Medium-Sized Turkish BERT Models	Jul 26, 2023	ClassificationComputational Efficiency	—Unverified
Developing Convolutional Neural Networks using a Novel Lamarckian Co-Evolutionary Algorithm	Oct 29, 2024	Classificationimage-classification	—Unverified
Developing Synthetic Spectroscopy Noise and Chemometric Database for Computational Classification	Jul 17, 2021	Classification	—Unverified
Developmental Stage Classification of EmbryosUsing Two-Stream Neural Network with Linear-Chain Conditional Random Field	Jul 13, 2021	Classification	—Unverified
Development and Evaluation of a Deep Neural Network for Histologic Classification of Renal Cell Carcinoma on Biopsy and Surgical Resection Slides	Oct 30, 2020	ClassificationDiagnostic	—Unverified
Development of a deep learning-based tool to assist wound classification	Mar 29, 2023	ClassificationDeep Learning	—Unverified
Development of an autism screening classification model for toddlers	Sep 29, 2021	BIG-bench Machine LearningClassification	—Unverified
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification	Oct 22, 2024	ClassificationDeep Learning	—Unverified
Development of email classifier in Brazilian Portuguese using feature selection for automatic response	Jul 8, 2019	Classificationfeature selection	—Unverified
Development of Fake News Model using Machine Learning through Natural Language Processing	Jan 19, 2022	BIG-bench Machine LearningClassification	—Unverified
Devising a solution to the problems of Cancer awareness in Telangana	Jun 26, 2025	Classification	—Unverified
DFDL: Discriminative Feature-oriented Dictionary Learning for Histopathological Image Classification	Feb 3, 2015	ClassificationDictionary Learning	—Unverified
DFT-based Transformation Invariant Pooling Layer for Visual Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified
DFUNet: Convolutional Neural Networks for Diabetic Foot Ulcer Classification	Nov 28, 2017	ClassificationGeneral Classification	—Unverified
Diabetic retinopathy image classification method based on GreenBen data augmentation	Oct 12, 2024	ClassificationData Augmentation	—Unverified
Diagnosis of COVID-19 based on Chest Radiography	Dec 26, 2022	ClassificationCOVID-19 Diagnosis	—Unverified
Diagnosis of Diabetic Retinopathy in Ethiopia: Before the Deep Learning based Automation	Mar 20, 2020	Binary ClassificationClassification	—Unverified
Diagnosis of Schizophrenia: A comprehensive evaluation	Mar 22, 2022	Classificationfeature selection	—Unverified
Diagnosis of Skin Cancer Using VGG16 and VGG19 Based Transfer Learning Models	Apr 1, 2024	Classificationimage-classification	—Unverified
Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image	Nov 16, 2024	ClassificationDiagnostic	—Unverified
Dialog speech sentiment classification for imbalanced datasets	Sep 15, 2021	ClassificationSentiment Analysis	—Unverified
Dialogue Act Classification for Augmentative and Alternative Communication	Aug 1, 2021	ClassificationDialogue Act Classification	—Unverified
Dialogue Act Classification in Group Chats with DAG-LSTMs	Aug 2, 2019	ClassificationDialogue Act Classification	—Unverified
Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition	Apr 22, 2020	ClassificationDialogue State Tracking	—Unverified
Dick-Preston and Morbo at SemEval-2019 Task 4: Transfer Learning for Hyperpartisan News Detection	Jun 1, 2019	ArticlesClassification	—Unverified
Dictionary Integration using 3D Morphable Face Models for Pose-invariant Collaborative-representation-based Classification	Nov 1, 2016	ClassificationGeneral Classification	—Unverified
Dictionary Learning for Adaptive GPR Landmine Classification	May 24, 2018	ClassificationDictionary Learning	—Unverified
Dictionary learning for fast classification based on soft-thresholding	Feb 9, 2014	ClassificationDictionary Learning	—Unverified
DIEGOLab: An Approach for Message-level Sentiment Classification in Twitter	Jun 1, 2015	ClassificationGeneral Classification	—Unverified
Diff3Dformer: Leveraging Slice Sequence Diffusion for Enhanced 3D CT Classification with Transformer Networks	Jun 24, 2024	3D ClassificationClassification	—Unverified
Cap2Aug: Caption guided Image to Image data Augmentation	Dec 11, 2022	ClassificationCross-Domain Few-Shot	—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