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 1801–1850 of 12815 papers

Title	Date	Tasks	Status	Hype
Tackling Concept Shift in Text Classification using Entailment-style Modeling	Nov 6, 2023	Classificationtext-classification	—Unverified	0
Multi-view learning for automatic classification of multi-wavelength auroral images	Nov 6, 2023	ClassificationComputational Efficiency	—Unverified	0
Quantifying the value of information transfer in population-based SHM	Nov 6, 2023	ClassificationDomain Adaptation	—Unverified	0
Ransomware Detection and Classification using Machine Learning	Nov 5, 2023	Classification	—Unverified	0
Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook	Nov 5, 2023	3D Point Cloud ClassificationAutonomous Driving	—Unverified	0
One-Shot Strategic Classification Under Unknown Costs	Nov 5, 2023	Classification	—Unverified	0
Differentiating patients with obstructive sleep apnea from healthy controls based on heart rate - blood pressure coupling quantified by entropy-based indices	Nov 4, 2023	Classification	—Unverified	0
P-Age: Pexels Dataset for Robust Spatio-Temporal Apparent Age Classification	Nov 4, 2023	Age ClassificationAge Estimation	—Unverified	0
Generalized zero-shot audio-to-intent classification	Nov 4, 2023	ClassificationGoal-Oriented Dialog	—Unverified	0
Thermal Face Image Classification using Deep Learning Techniques	Nov 4, 2023	ClassificationDeep Learning	—Unverified	0
Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification	Nov 4, 2023	ClassificationCross-Domain Few-Shot	CodeCode Available	1
Contextualizing the Limits of Model & Evaluation Dataset Curation on Semantic Similarity Classification Tasks	Nov 3, 2023	ClassificationFriction	—Unverified	0
Towards Machine Unlearning Benchmarks: Forgetting the Personal Identities in Facial Recognition Systems	Nov 3, 2023	Age EstimationAttribute	CodeCode Available	1
Regularized Linear Regression for Binary Classification	Nov 3, 2023	Binary ClassificationClassification	—Unverified	0
A New Korean Text Classification Benchmark for Recognizing the Political Intents in Online Newspapers	Nov 3, 2023	ArticlesClassification	CodeCode Available	1
Obtaining Explainable Classification Models using Distributionally Robust Optimization	Nov 3, 2023	Binary ClassificationClassification	—Unverified	0
Generating Unbiased Pseudo-labels via a Theoretically Guaranteed Chebyshev Constraint to Unify Semi-supervised Classification and Regression	Nov 3, 2023	ClassificationPose Estimation	CodeCode Available	0
Dynamic Multimodal Information Bottleneck for Multimodality Classification	Nov 2, 2023	ClassificationDiagnostic	CodeCode Available	0
Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification	Nov 2, 2023	ClassificationContrastive Learning	CodeCode Available	0
NeuroWrite: Predictive Handwritten Digit Classification using Deep Neural Networks	Nov 2, 2023	ClassificationHandwritten Digit Recognition	—Unverified	0
Guided deep embedded clustering regularization for multifeature medical signal classification	Nov 1, 2023	ClassificationClustering	CodeCode Available	0
Discourse Relations Classification and Cross-Framework Discourse Relation Classification Through the Lens of Cognitive Dimensions: An Empirical Investigation	Nov 1, 2023	ClassificationDiscourse Segmentation	—Unverified	0
TLMCM Network for Medical Image Hierarchical Multi-Label Classification	Nov 1, 2023	ClassificationHierarchical Multi-label Classification	—Unverified	0
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification	Nov 1, 2023	ClassificationLanguage Modelling	CodeCode Available	1
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection	Nov 1, 2023	ClassificationFew-Shot Object Detection	CodeCode Available	1
ZEETAD: Adapting Pretrained Vision-Language Model for Zero-Shot End-to-End Temporal Action Detection	Nov 1, 2023	Action DetectionClassification	—Unverified	0
Adaptive Fast XGBoost for Multiclass Classification	Oct 31, 2023	Classification	—Unverified	0
Effective connectivity signatures in major depressive disorder: fMRI study using a multi-site dataset	Oct 31, 2023	Classificationfeature selection	—Unverified	0
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning	Oct 31, 2023	ClassificationImage Segmentation	—Unverified	0
XAI-CLASS: Explanation-Enhanced Text Classification with Extremely Weak Supervision	Oct 31, 2023	ClassificationQuestion Answering	—Unverified	0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT	Oct 31, 2023	Binary ClassificationChunking	—Unverified	0
Verification of Neural Networks Local Differential Classification Privacy	Oct 31, 2023	Classification	—Unverified	0
Performance Improvement in Multi-class Classification via Automated Hierarchy Generation and Exploitation through Extended LCPN Schemes	Oct 31, 2023	ClassificationMulti-class Classification	—Unverified	0
The SVHN Dataset Is Deceptive for Probabilistic Generative Models Due to a Distribution Mismatch	Oct 30, 2023	Classification	—Unverified	0
DataZoo: Streamlining Traffic Classification Experiments	Oct 30, 2023	ClassificationManagement	CodeCode Available	1
Human-interpretable and deep features for image privacy classification	Oct 30, 2023	Classification	—Unverified	0
Solving a Class of Cut-Generating Linear Programs via Machine Learning	Oct 30, 2023	Classification	—Unverified	0
DiffSpectralNet : Unveiling the Potential of Diffusion Models for Hyperspectral Image Classification	Oct 29, 2023	ClassificationDenoising	—Unverified	0
Efficient IoT Inference via Context-Awareness	Oct 29, 2023	Classification	—Unverified	0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods	Oct 29, 2023	ClassificationFew-Shot Learning	—Unverified	0
Gauge-optimal approximate learning for small data classification problems	Oct 29, 2023	ClassificationDimensionality Reduction	—Unverified	0
Improved Motor Imagery Classification Using Adaptive Spatial Filters Based on Particle Swarm Optimization Algorithm	Oct 29, 2023	Brain Computer InterfaceClassification	—Unverified	0
MultiScale Spectral-Spatial Convolutional Transformer for Hyperspectral Image Classification	Oct 28, 2023	ClassificationHyperspectral Image Classification	—Unverified	0
Addressing GAN Training Instabilities via Tunable Classification Losses	Oct 27, 2023	Classification	—Unverified	0
Learning Optimal Classification Trees Robust to Distribution Shifts	Oct 26, 2023	ClassificationRobust classification	—Unverified	0
Neuromorphic Online Clustering and Classification	Oct 26, 2023	Brain Computer InterfaceClassification	—Unverified	0
Graph Convolutional Networks for Complex Traffic Scenario Classification	Oct 26, 2023	ClassificationDiversity	—Unverified	0
Privacy-preserving Representation Learning for Speech Understanding	Oct 26, 2023	ClassificationEmotion Recognition	—Unverified	0
Generalizing to Unseen Domains in Diabetic Retinopathy Classification	Oct 26, 2023	ClassificationDomain Generalization	CodeCode Available	0
BLIS-Net: Classifying and Analyzing Signals on Graphs	Oct 26, 2023	ClassificationGraph 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