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 4451–4500 of 12815 papers

Title	Date	Tasks	Status	Hype
A Machine Learning Smartphone-based Sensing for Driver Behavior Classification	Feb 1, 2022	Autonomous DrivingBIG-bench Machine Learning	—Unverified	0
Investigating Transfer Learning in Graph Neural Networks	Feb 1, 2022	ClassificationGraph Classification	—Unverified	0
Classification of Skin Cancer Images using Convolutional Neural Networks	Feb 1, 2022	Classificationimage-classification	—Unverified	0
Improving deep neural network generalization and robustness to background bias via layer-wise relevance propagation optimization	Feb 1, 2022	ClassificationSemantic Segmentation	CodeCode Available	1
Research on Question Classification Methods in the Medical Field	Feb 1, 2022	Classification	—Unverified	0
Image-based eeg classification of brain responses to song recordings	Jan 31, 2022	ClassificationEEG	CodeCode Available	0
Deep Learning in fNIRS: A review	Jan 31, 2022	Brain Computer InterfaceClassification	—Unverified	0
Disaster Tweets Classification using BERT-Based Language Model	Jan 31, 2022	ClassificationLanguage Modeling	—Unverified	0
Holistic Fine-grained GGS Characterization: From Detection to Unbalanced Classification	Jan 31, 2022	ClassificationDiagnostic	CodeCode Available	0
Guided Semi-Supervised Non-negative Matrix Factorization on Legal Documents	Jan 31, 2022	Classification	—Unverified	0
A Dataset for Medical Instructional Video Classification and Question Answering	Jan 30, 2022	ClassificationQuestion Answering	CodeCode Available	1
Co-Regularized Adversarial Learning for Multi-Domain Text Classification	Jan 30, 2022	Classificationtext-classification	—Unverified	0
Maximum Batch Frobenius Norm for Multi-Domain Text Classification	Jan 29, 2022	Classificationtext-classification	—Unverified	0
Error Scaling Laws for Kernel Classification under Source and Capacity Conditions	Jan 29, 2022	ClassificationPrediction	—Unverified	0
Polyphonic audio event detection: multi-label or multi-class multi-task classification problem?	Jan 29, 2022	ClassificationEvent Detection	—Unverified	0
Image Classification using Graph Neural Network and Multiscale Wavelet Superpixels	Jan 29, 2022	ClassificationGraph Classification	—Unverified	0
3D Visualization and Spatial Data Mining for Analysis of LULC Images	Jan 28, 2022	ClassificationImage Segmentation	—Unverified	0
Low-rank features based double transformation matrices learning for image classification	Jan 28, 2022	Classificationimage-classification	—Unverified	0
Cause-Effect Preservation and Classification using Neurochaos Learning	Jan 28, 2022	ClassificationTime Series	—Unverified	0
Classification of White Blood Cell Leukemia with Low Number of Interpretable and Explainable Features	Jan 28, 2022	ClassificationExplainable Artificial Intelligence (XAI)	CodeCode Available	0
Automated Feature Extraction on AsMap for Emotion Classification using EEG	Jan 28, 2022	Automated Feature EngineeringClassification	—Unverified	0
Calibrating Histopathology Image Classifiers using Label Smoothing	Jan 28, 2022	ClassificationDiagnostic	—Unverified	0
Star Temporal Classification: Sequence Classification with Partially Labeled Data	Jan 28, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Sentiment-Aware Automatic Speech Recognition pre-training for enhanced Speech Emotion Recognition	Jan 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Robust Augmentation for Multivariate Time Series Classification	Jan 27, 2022	ClassificationTime Series	—Unverified	0
Automatic Classification of Neuromuscular Diseases in Children Using Photoacoustic Imaging	Jan 27, 2022	ClassificationDiagnostic	—Unverified	0
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks	Jan 27, 2022	ClassificationEnsemble Learning	CodeCode Available	1
Density-Aware Hyper-Graph Neural Networks for Graph-based Semi-supervised Node Classification	Jan 27, 2022	ClassificationGraph Attention	—Unverified	0
Arrhythmia Classification using CGAN-augmented ECG Signals	Jan 26, 2022	Arrhythmia DetectionClassification	CodeCode Available	1
Self-Certifying Classification by Linearized Deep Assignment	Jan 26, 2022	Classification	CodeCode Available	0
Learning to Compose Diversified Prompts for Image Emotion Classification	Jan 26, 2022	ClassificationEmotion Classification	—Unverified	0
Language-biased image classification: evaluation based on semantic representations	Jan 26, 2022	Classificationimage-classification	CodeCode Available	0
Hyperparameter Optimization for COVID-19 Chest X-Ray Classification	Jan 26, 2022	Binary ClassificationClassification	—Unverified	0
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames	Jan 25, 2022	AutoMLBayesian Optimization	—Unverified	0
Improving Proximity Classification for Contact Tracing using a Multi-channel Approach	Jan 25, 2022	Classification	—Unverified	0
Riemannian Local Mechanism for SPD Neural Networks	Jan 25, 2022	Classification	CodeCode Available	1
Dense Pixel-Labeling for Reverse-Transfer and Diagnostic Learning on Lung Ultrasound for COVID-19 and Pneumonia Detection	Jan 25, 2022	ClassificationDiagnostic	—Unverified	0
Virtual Adversarial Training for Semi-supervised Breast Mass Classification	Jan 25, 2022	ClassificationMedical Image Analysis	—Unverified	0
Negative-ResNet: Noisy Ambulatory Electrocardiogram Signal Classification Scheme	Jan 25, 2022	Classification	—Unverified	0
Semantic Code Classification for Automated Machine Learning	Jan 25, 2022	BIG-bench Machine LearningClassification	CodeCode Available	0
Pre-Trained Language Transformers are Universal Image Classifiers	Jan 25, 2022	Binary ClassificationClassification	—Unverified	0
Online Assessment Misconduct Detection using Internet Protocol and Behavioural Classification	Jan 24, 2022	Classification	CodeCode Available	0
Classification Of Fake News Headline Based On Neural Networks	Jan 24, 2022	Classificationtext-classification	—Unverified	0
Learning Optimal Fair Classification Trees: Trade-offs Between Interpretability, Fairness, and Accuracy	Jan 24, 2022	ClassificationFairness	CodeCode Available	1
Importance of Textlines in Historical Document Classification	Jan 24, 2022	ClassificationDocument Classification	—Unverified	0
Efficient and Robust Classification for Sparse Attacks	Jan 23, 2022	ClassificationMalware Detection	—Unverified	0
Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace	Jan 23, 2022	Brain Computer InterfaceClassification	—Unverified	0
Wavelet-Attention CNN for Image Classification	Jan 23, 2022	Classificationimage-classification	—Unverified	0
Uncertainty-aware deep learning methods for robust diabetic retinopathy classification	Jan 22, 2022	Binary ClassificationClassification	—Unverified	0
Investigating the Potential of Auxiliary-Classifier GANs for Image Classification in Low Data Regimes	Jan 22, 2022	Classificationimage-classification	—Unverified	0

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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