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 4101–4150 of 12815 papers

Title	Date	Tasks	Status	Hype
Mono vs Multilingual BERT for Hate Speech Detection and Text Classification: A Case Study in Marathi	Apr 19, 2022	ArticlesClassification	—Unverified	0
Antipatterns in Software Classification Taxonomies	Apr 19, 2022	Classification	—Unverified	0
Proposal-free Lidar Panoptic Segmentation with Pillar-level Affinity	Apr 19, 2022	ClassificationClustering	—Unverified	0
Label Efficient Regularization and Propagation for Graph Node Classification	Apr 19, 2022	AttributeBenchmarking	—Unverified	0
Enhancing Non-mass Breast Ultrasound Cancer Classification With Knowledge Transfer	Apr 18, 2022	Cancer ClassificationClassification	—Unverified	0
Application of Transfer Learning and Ensemble Learning in Image-level Classification for Breast Histopathology	Apr 18, 2022	Binary ClassificationClassification	—Unverified	0
HFT-ONLSTM: Hierarchical and Fine-Tuning Multi-label Text Classification	Apr 18, 2022	ClassificationMulti Label Text Classification	—Unverified	0
Wound Severity Classification using Deep Neural Network	Apr 17, 2022	ClassificationMulti-class Classification	—Unverified	0
Privacy-Preserving Image Classification Using Isotropic Network	Apr 16, 2022	Classificationimage-classification	—Unverified	0
Learning to Adapt Domain Shifts of Moral Values via Instance Weighting	Apr 15, 2022	Classificationdomain classification	—Unverified	0
Neural Structured Prediction for Inductive Node Classification	Apr 15, 2022	ClassificationNode Classification	CodeCode Available	1
Active Learning for Regression by Inverse Distance Weighting	Apr 14, 2022	Active LearningClassification	—Unverified	0
Multi-label topic classification for COVID-19 literature with Bioformer	Apr 14, 2022	ArticlesClassification	—Unverified	0
Early Myocardial Infarction Detection with One-Class Classification over Multi-view Echocardiography	Apr 14, 2022	ClassificationMyocardial infarction detection	—Unverified	0
Revisiting Transformer-based Models for Long Document Classification	Apr 14, 2022	ClassificationDocument Classification	CodeCode Available	1
Explainable Analysis of Deep Learning Methods for SAR Image Classification	Apr 14, 2022	ClassificationDeep Learning	—Unverified	0
Label Semantic Aware Pre-training for Few-shot Text Classification	Apr 14, 2022	ClassificationFew-Shot Text Classification	CodeCode Available	1
3D Convolutional Networks for Action Recognition: Application to Sport Gesture Recognition	Apr 13, 2022	Action RecognitionClassification	—Unverified	0
An Ensemble Learning Based Approach to Multi-label Power Text Classification for Fault-type Recognition	Apr 13, 2022	ClassificationEnsemble Learning	—Unverified	0
A Universality-Individuality Integration Model for Dialog Act Classification	Apr 13, 2022	ClassificationDialog Act Classification	—Unverified	0
Sapinet: A sparse event-based spatiotemporal oscillator for learning in the wild	Apr 13, 2022	ClassificationDenoising	—Unverified	0
A Three-phase Augmented Classifiers Chain Approach Based on Co-occurrence Analysis for Multi-Label Classification	Apr 13, 2022	ClassificationMulti-Label Classification	—Unverified	0
The MIT Supercloud Workload Classification Challenge	Apr 12, 2022	ClassificationCPU	—Unverified	0
LifeLonger: A Benchmark for Continual Disease Classification	Apr 12, 2022	Classificationclass-incremental learning	CodeCode Available	1
Regression or Classification? Reflection on BP prediction from PPG data using Deep Neural Networks in the scope of practical applications	Apr 12, 2022	ClassificationDiagnostic	—Unverified	0
Redwood: Using Collision Detection to Grow a Large-Scale Intent Classification Dataset	Apr 12, 2022	Classificationintent-classification	CodeCode Available	0
Multi-View Hypercomplex Learning for Breast Cancer Screening	Apr 12, 2022	Breast Tumour ClassificationCancer Classification	CodeCode Available	1
Breaking Fair Binary Classification with Optimal Flipping Attacks	Apr 12, 2022	Binary ClassificationClassification	—Unverified	0
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation	Apr 11, 2022	ClassificationDiagnostic	CodeCode Available	0
Zero-phase angle asteroid taxonomy classification using unsupervised machine learning algorithms	Apr 11, 2022	BIG-bench Machine LearningClassification	—Unverified	0
From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology	Apr 11, 2022	BenchmarkingCancer Classification	CodeCode Available	0
Physically Disentangled Representations	Apr 11, 2022	AttributeClassification	CodeCode Available	0
Deep Embeddings for Robust User-Based Amateur Vocal Percussion Classification	Apr 10, 2022	Classificationfeature selection	—Unverified	0
Analysis of Power-Oriented Fault Injection Attacks on Spiking Neural Networks	Apr 10, 2022	Classification	—Unverified	0
Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification	Apr 9, 2022	Classificationdomain classification	CodeCode Available	1
Prognostic classification based on random convolutional kernel	Apr 9, 2022	ClassificationManagement	—Unverified	0
Fuzzy temporal convolutional neural networks in P300-based Brain-computer interface for smart home interaction	Apr 9, 2022	Brain Computer InterfaceClassification	—Unverified	0
Classification of Natural Language Processing Techniques for Requirements Engineering	Apr 8, 2022	Classification	—Unverified	0
Are We Really Making Much Progress in Text Classification? A Comparative Review	Apr 8, 2022	ClassificationDecoder	CodeCode Available	1
On Improving Cross-dataset Generalization of Deepfake Detectors	Apr 8, 2022	Binary ClassificationClassification	—Unverified	0
Exploring the Universality of Hadronic Jet Classification	Apr 8, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Does Robustness on ImageNet Transfer to Downstream Tasks?	Apr 8, 2022	Classificationimage-classification	—Unverified	0
Flexible Sampling for Long-tailed Skin Lesion Classification	Apr 7, 2022	ClassificationLesion Classification	—Unverified	0
Exploring Cross-Domain Pretrained Model for Hyperspectral Image Classification	Apr 7, 2022	ClassificationHyperspectral Image Classification	—Unverified	0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection	Apr 7, 2022	Arrhythmia DetectionClassification	—Unverified	0
Surface Vision Transformers: Flexible Attention-Based Modelling of Biomedical Surfaces	Apr 7, 2022	ClassificationData Augmentation	—Unverified	0
Few-Shot Forecasting of Time-Series with Heterogeneous Channels	Apr 7, 2022	ClassificationTime Series	CodeCode Available	1
Machine Learning-Based GPS Multipath Detection Method Using Dual Antennas	Apr 6, 2022	BIG-bench Machine LearningClassification	—Unverified	0
RF Signal Transformation and Classification using Deep Neural Networks	Apr 6, 2022	Classification	CodeCode Available	1
Banana Sub-Family Classification and Quality Prediction using Computer Vision	Apr 6, 2022	ClassificationData Augmentation	—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