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 5601–5650 of 12815 papers

Title	Date	Tasks	Status	Hype
Is It Time to Redefine the Classification Task for Deep Learning Systems?	Jun 18, 2021	Adversarial AttackClassification	—Unverified	0
Attacking Graph Classification via Bayesian Optimisation	Jun 18, 2021	Adversarial RobustnessBayesian Optimisation	—Unverified	0
Label prompt for multi-label text classification	Jun 18, 2021	ClassificationLanguage Modeling	—Unverified	0
Combined Person Classification with Airborne Optical Sectioning	Jun 18, 2021	Classification	—Unverified	0
Light Lies: Optical Adversarial Attack	Jun 18, 2021	Adversarial AttackClassification	—Unverified	0
Zero-Shot Federated Learning with New Classes for Audio Classification	Jun 18, 2021	Audio ClassificationClassification	—Unverified	0
Deep reinforcement learning with automated label extraction from clinical reports accurately classifies 3D MRI brain volumes	Jun 17, 2021	ClassificationDeep Reinforcement Learning	—Unverified	0
Deep Subdomain Adaptation Network for Image Classification	Jun 17, 2021	ClassificationDomain Adaptation	CodeCode Available	1
Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification	Jun 17, 2021	Activity RecognitionClassification	—Unverified	0
IFCNet: A Benchmark Dataset for IFC Entity Classification	Jun 17, 2021	ClassificationDeep Learning	CodeCode Available	1
Voice2Series: Reprogramming Acoustic Models for Time Series Classification	Jun 17, 2021	ClassificationData Augmentation	CodeCode Available	1
using multiple losses for accurate facial age estimation	Jun 17, 2021	Age EstimationClassification	CodeCode Available	0
Effective Evaluation of Deep Active Learning on Image Classification Tasks	Jun 16, 2021	Active LearningBenchmarking	—Unverified	0
Binary classification with corrupted labels	Jun 16, 2021	Binary ClassificationClassification	—Unverified	0
Multi-Class Classification from Single-Class Data with Confidences	Jun 16, 2021	ClassificationMulti-class Classification	—Unverified	0
Counterfactual Graphs for Explainable Classification of Brain Networks	Jun 16, 2021	Classificationcounterfactual	CodeCode Available	0
Exponential Error Convergence in Data Classification with Optimized Random Features: Acceleration by Quantum Machine Learning	Jun 16, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification	Jun 16, 2021	ClassificationData Augmentation	—Unverified	0
Domain Consistency Regularization for Unsupervised Multi-source Domain Adaptive Classification	Jun 16, 2021	ClassificationDomain Adaptation	—Unverified	0
Topic Classification on Spoken Documents Using Deep Acoustic and Linguistic Features	Jun 16, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Structured DropConnect for Uncertainty Inference in Image Classification	Jun 16, 2021	Classificationimage-classification	CodeCode Available	0
Unsupervised Person Re-identification via Multi-Label Prediction and Classification based on Graph-Structural Insight	Jun 16, 2021	ClassificationMulti-Label Classification	CodeCode Available	1
SAR Image Classification Based on Spiking Neural Network through Spike-Time Dependent Plasticity and Gradient Descent	Jun 15, 2021	Classificationimage-classification	CodeCode Available	1
SSMix: Saliency-Based Span Mixup for Text Classification	Jun 15, 2021	ClassificationData Augmentation	CodeCode Available	1
Zero-shot Node Classification with Decomposed Graph Prototype Network	Jun 15, 2021	ClassificationNode Classification	CodeCode Available	1
ARTA: Collection and Classification of Ambiguous Requests and Thoughtful Actions	Jun 15, 2021	Classification	CodeCode Available	0
Computer-aided Interpretable Features for Leaf Image Classification	Jun 15, 2021	ClassificationDimensionality Reduction	CodeCode Available	0
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification	Jun 15, 2021	Aerial Scene ClassificationClassification	—Unverified	0
A Clinically Inspired Approach for Melanoma classification	Jun 15, 2021	ClassificationSpecificity	—Unverified	0
MetaCache-GPU: Ultra-Fast Metagenomic Classification	Jun 14, 2021	ClassificationCPU	CodeCode Available	1
Evaluating Various Tokenizers for Arabic Text Classification	Jun 14, 2021	ClassificationNews Classification	CodeCode Available	1
Speech Disorder Classification Using Extended Factorized Hierarchical Variational Auto-encoders	Jun 14, 2021	ClassificationDisentanglement	—Unverified	0
Variational Quanvolutional Neural Networks with enhanced image encoding	Jun 14, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
Node Classification Meets Link Prediction on Knowledge Graphs	Jun 14, 2021	BenchmarkingClassification	—Unverified	0
Twitter Sentiment Analysis	Jun 13, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
Ultrasound Classification of Breast Masses Using a Comprehensive Nakagami Imaging and Machine Learning Framework	Jun 13, 2021	ClassificationDiagnostic	—Unverified	0
Active Learning for Network Traffic Classification: A Technical Study	Jun 13, 2021	Active LearningClassification	—Unverified	0
A Sentence-level Hierarchical BERT Model for Document Classification with Limited Labelled Data	Jun 12, 2021	ClassificationDocument Classification	CodeCode Available	1
Relearning ensemble selection based on new generated features	Jun 12, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Robust Graph Meta-learning for Weakly-supervised Few-shot Node Classification	Jun 12, 2021	ClassificationDrug Design	—Unverified	0
Semi-supervised Time Series Classification by Temporal Relation Prediction	Jun 11, 2021	ClassificationPrediction	CodeCode Available	1
Classification algorithms applied to structure formation simulations	Jun 11, 2021	Binary ClassificationClassification	—Unverified	0
MlTr: Multi-label Classification with Transformer	Jun 11, 2021	Classificationimage-classification	CodeCode Available	1
Anomalous Sound Detection Using a Binary Classification Model and Class Centroids	Jun 11, 2021	Binary ClassificationClassification	—Unverified	0
Self-supervise, Refine, Repeat: Improving Unsupervised Anomaly Detection	Jun 11, 2021	Anomaly DetectionClassification	—Unverified	0
Survey of Image Based Graph Neural Networks	Jun 11, 2021	ClassificationSuperpixels	—Unverified	0
A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents	Jun 10, 2021	Classificationintent-classification	—Unverified	0
Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification	Jun 10, 2021	ClassificationFew-Shot Learning	CodeCode Available	1
MusicBERT: Symbolic Music Understanding with Large-Scale Pre-Training	Jun 10, 2021	ClassificationEmotion Classification	CodeCode Available	0
Neural Text Classification and Stacked Heterogeneous Embeddings for Named Entity Recognition in SMM4H 2021	Jun 10, 2021	Classificationnamed-entity-recognition	—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