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 12101–12150 of 12815 papers

Title	Date	Tasks	Status
Classification from Positive and Biased Negative Data with Skewed Labeled Posterior Probability	Mar 11, 2022	Binary ClassificationClassification	—Unverified
Classification in biological networks with hypergraphlet kernels	Mar 14, 2017	ClassificationEdge Classification	—Unverified
Classification in Histopathology: A unique deep embeddings extractor for multiple classification tasks	Mar 9, 2023	Classification	—Unverified
Classification in the dark using tactile exploration	May 1, 2019	ClassificationGeneral Classification	—Unverified
Classification Matters: Improving Video Action Detection with Class-Specific Attention	Jul 29, 2024	Action DetectionClassification	—Unverified
Classification Methods Based on Machine Learning for the Analysis of Fetal Health Data	Nov 18, 2023	ClassificationDimensionality Reduction	—Unverified
Classification Models for Partially Ordered Sequences	Jan 31, 2021	ClassificationGeneral Classification	—Unverified
Classification multi-label \`a grande dimension pour la d\'etection de concepts m\'edicaux (Large multi-label classification for medical concepts detection)	May 1, 2018	ClassificationGeneral Classification	—Unverified
Classification multi-label de cas cliniques avec CamemBERT (Multi-label classification of clinical cases with CamemBERT )	Jun 1, 2021	ClassificationMulti-Label Classification	—Unverified
Classification multilabel de concepts médicaux pour l’identification du profil clinique du patient (Multilabel classification of medical concepts for patient’s clinical profile identification )	Jun 1, 2021	ArticlesClassification	—Unverified
Classification non supervisée des données hétérogènes à large échelle	Jul 2, 2017	ClassificationClustering	—Unverified
Classification of ADHD Patients Using Kernel Hierarchical Extreme Learning Machine	Jun 28, 2022	ClassificationFunctional Connectivity	—Unverified
Classification of Adventitious Sounds Combining Cochleogram and Vision Transformers	Nov 8, 2024	Audio ClassificationClassification	—Unverified
Classification of Aerial Photogrammetric 3D Point Clouds	May 23, 2017	ClassificationGeneral Classification	—Unverified
Classification of Anomalies in Telecommunication Network KPI Time Series	Aug 30, 2023	Anomaly ClassificationAnomaly Detection	—Unverified
Classification of Anuran Frog Species Using Machine Learning	Dec 9, 2021	BIG-bench Machine LearningClassification	—Unverified
Classification of Autism Spectrum Disorder Using Supervised Learning of Brain Connectivity Measures Extracted from Synchrostates	Oct 20, 2014	ClassificationEEG	—Unverified
Classification Of Automotive Targets Using Inverse Synthetic Aperture Radar Images	Jan 29, 2021	ClassificationGeneral Classification	—Unverified
Classification of Basmati Rice Grain Variety using Image Processing and Principal Component Analysis	May 29, 2014	ClassificationGeneral Classification	—Unverified
Classification of Beer Bottles using Object Detection and Transfer Learning	Jan 11, 2022	Classificationobject-detection	—Unverified
Classification of Big Data with Application to Imaging Genetics	May 16, 2016	ClassificationGeneral Classification	—Unverified
Classification of All Blood Cell Images using ML and DL Models	Aug 11, 2023	AllClassification	—Unverified
Classification of breast cancer histology images using transfer learning	Feb 26, 2018	ClassificationClassification Of Breast Cancer Histology Images	—Unverified
Classification of Breast Cancer Lesions in Ultrasound Images by using Attention Layer and loss Ensembles in Deep Convolutional Neural Networks	Feb 23, 2021	ClassificationGeneral Classification	—Unverified
Classification of Censored Tweets in Chinese Language using XLNet	Jun 1, 2021	Binary ClassificationClassification	—Unverified
Classification of Cervical Cancer Dataset	Dec 11, 2018	ClassificationDimensionality Reduction	—Unverified
Classification of chaotic time series with deep learning	Jul 26, 2019	ClassificationDeep Learning	—Unverified
Classification of Chest Diseases using Wavelet Transforms and Transfer Learning	Feb 3, 2020	ClassificationDeep Learning	—Unverified
Classification of Code-Mixed Text Using Capsule Networks	Sep 1, 2021	ClassificationXLM-R	—Unverified
Classification of Common Waveforms Including a Watchdog for Unknown Signals	Aug 16, 2021	Classification	—Unverified
Classification of Complex Systems Based on Transients	Aug 31, 2020	Artificial LifeClassification	—Unverified
Classification of Consumer Belief Statements From Social Media	Jun 29, 2021	ClassificationClustering	—Unverified
Classification of Contract-Amendment Relationships	Jun 8, 2021	ClassificationManagement	—Unverified
Classification of COPD with Multiple Instance Learning	Mar 15, 2017	ClassificationGeneral Classification	—Unverified
Classification of COVID19 tweets using Machine Learning Approaches	Jun 1, 2021	BIG-bench Machine LearningClassification	—Unverified
Classification of COVID-19 via Homology of CT-SCAN	Feb 21, 2021	ClassificationComputed Tomography (CT)	—Unverified
Classification of Cross-cultural News Events	Jan 13, 2023	ClassificationCultural Vocal Bursts Intensity Prediction	—Unverified
Classification of Cuisines from Sequentially Structured Recipes	Apr 26, 2020	ClassificationGeneral Classification	—Unverified
Classification of Data Generated by Gaussian Mixture Models Using Deep ReLU Networks	Aug 15, 2023	Binary ClassificationClassification	—Unverified
Classification of deceptive opinions using a low dimensionality representation	Sep 1, 2015	ClassificationDeception Detection	—Unverified
Classification of Dermoscopy Images using Deep Learning	Aug 5, 2018	ClassificationDeep Learning	—Unverified
Classification of Diabetes Mellitus using Modified Particle Swarm Optimization and Least Squares Support Vector Machine	May 3, 2014	ClassificationGeneral Classification	—Unverified
Classification of Diabetic Retinopathy Images Using Multi-Class Multiple-Instance Learning Based on Color Correlogram Features	Apr 5, 2017	ClassificationGeneral Classification	—Unverified
Classification of Diabetic Retinopathy Using Unlabeled Data and Knowledge Distillation	Sep 1, 2020	ClassificationGeneral Classification	—Unverified
Classification of Diabetic Retinopathy via Fundus Photography: Utilization of Deep Learning Approaches to Speed up Disease Detection	Jul 18, 2020	ClassificationGeneral Classification	—Unverified
Classification of Discrete Dynamical Systems Based on Transients	Aug 3, 2021	Classification	—Unverified
Classification of Dysarthria based on the Levels of Severity. A Systematic Review	Oct 11, 2023	ClassificationDiagnostic	—Unverified
Classification of EEG Signal based on non-Gaussian Neutral Vector	Aug 2, 2018	Brain Computer InterfaceClassification	—Unverified
Classification of EEG Signals using Genetic Programming for Feature Construction	Jun 11, 2019	ClassificationDimensionality Reduction	—Unverified
Classification of Electrical Impedance Tomography Data Using Machine Learning	Aug 2, 2021	BIG-bench Machine LearningClassification	—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