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 3851–3900 of 12815 papers

Title	Date	Tasks	Status	Hype
Predictive Multiplicity in Probabilistic Classification	Jun 2, 2022	Classification	—Unverified	0
Prefix Conditioning Unifies Language and Label Supervision	Jun 2, 2022	ClassificationContrastive Learning	—Unverified	0
CVM-Cervix: A Hybrid Cervical Pap-Smear Image Classification Framework Using CNN, Visual Transformer and Multilayer Perceptron	Jun 2, 2022	Classificationimage-classification	—Unverified	0
Introducing One Sided Margin Loss for Solving Classification Problems in Deep Networks	Jun 2, 2022	ClassificationOptical Character Recognition	—Unverified	0
Distilling Knowledge from Object Classification to Aesthetics Assessment	Jun 2, 2022	ClassificationObject	—Unverified	0
Towards Classification of Legal Pharmaceutical Text using GAN-BERT	Jun 1, 2022	ClassificationSentence	—Unverified	0
BERTifying Sinhala - A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification	Jun 1, 2022	Classificationtext-classification	CodeCode Available	0
Deep One-Class Hate Speech Detection Model	Jun 1, 2022	BenchmarkingBinary Classification	—Unverified	0
Benchmarking Language Models for Cyberbullying Identification and Classification from Social-media Texts	Jun 1, 2022	BenchmarkingBinary Classification	—Unverified	0
Baseline English and Maltese-English Classification Models for Subjectivity Detection, Sentiment Analysis, Emotion Analysis, Sarcasm Detection, and Irony Detection	Jun 1, 2022	ClassificationEmotion Recognition	—Unverified	0
Automatic Classification of Russian Learner Errors	Jun 1, 2022	ClassificationGrammatical Error Correction	—Unverified	0
Sentiment Classification by Incorporating Background Knowledge from Financial Ontologies	Jun 1, 2022	ClassificationSentiment Analysis	—Unverified	0
Afaan Oromo Hate Speech Detection and Classification on Social Media	Jun 1, 2022	ClassificationHate Speech Detection	—Unverified	0
Text Classification and Prediction in the Legal Domain	Jun 1, 2022	ClassificationManagement	—Unverified	0
Animacy Denoting German Nouns: Annotation and Classification	Jun 1, 2022	Classification	—Unverified	0
Generating Textual Explanations for Machine Learning Models Performance: A Table-to-Text Task	Jun 1, 2022	ClassificationData-to-Text Generation	—Unverified	0
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification	Jun 1, 2022	ArticlesClassification	—Unverified	0
Resources and Experiments on Sentiment Classification for Georgian	Jun 1, 2022	ClassificationSentiment Analysis	—Unverified	0
CoRoSeOf - An Annotated Corpus of Romanian Sexist and Offensive Tweets	Jun 1, 2022	Binary ClassificationClassification	CodeCode Available	0
At the Intersection of NLP and Sustainable Development: Exploring the Impact of Demographic-Aware Text Representations in Modeling Value on a Corpus of Interviews	Jun 1, 2022	ClassificationPrivacy Preserving	CodeCode Available	0
Classification of Multiword Expressions in Malayalam	Jun 1, 2022	Classification	—Unverified	0
Une étude statistique des plongements dans les modèles transformers pour le français (An empirical statistical study of embeddings in French transformers)	Jun 1, 2022	Classification	—Unverified	0
Identification des indicateurs linguistiques de la subjectivité les plus efficaces pour la classification d’articles de presse en français. (Identifying the most efficient linguistic features of subjectivity for French-speaking press articles classification)	Jun 1, 2022	ArticlesClassification	—Unverified	0
Classification automatique de questions spontanées vs. préparées dans des transcriptions de l’oral (Automatic Classification of Spontaneous vs)	Jun 1, 2022	Classification	—Unverified	0
InducT-GCN: Inductive Graph Convolutional Networks for Text Classification	Jun 1, 2022	ClassificationGraph Neural Network	CodeCode Available	1
Deep learning pipeline for image classification on mobile phones	May 31, 2022	ClassificationDeep Learning	—Unverified	0
FHIST: A Benchmark for Few-shot Classification of Histological Images	May 31, 2022	ClassificationFew-Shot Learning	—Unverified	0
Strategic Classification with Graph Neural Networks	May 31, 2022	Classification	CodeCode Available	0
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification	May 31, 2022	ClassificationDomain Adaptation	—Unverified	0
Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene Classification	May 30, 2022	ClassificationRemote Sensing Image Classification	CodeCode Available	1
FEW SHOT CROP MAPPING USING TRANSFORMERS AND TRANSFER LEARNING WITH SENTINEL-2 TIME SERIES: CASE OF KAIROUAN TUNISIA	May 30, 2022	ClassificationTime Series	—Unverified	0
Principal Component Analysis based frameworks for efficient missing data imputation algorithms	May 30, 2022	ClassificationDimensionality Reduction	—Unverified	0
Robust Weight Perturbation for Adversarial Training	May 30, 2022	Classification	CodeCode Available	1
Mixture GAN For Modulation Classification Resiliency Against Adversarial Attacks	May 29, 2022	Adversarial AttackClassification	—Unverified	0
Saliency Map Based Data Augmentation	May 29, 2022	ClassificationData Augmentation	—Unverified	0
Optimal Decision Diagrams for Classification	May 28, 2022	ClassificationFairness	—Unverified	0
3D-model ShapeNet Core Classification using Meta-Semantic Learning	May 28, 2022	Autonomous DrivingClassification	CodeCode Available	0
Approximate Conditional Coverage & Calibration via Neural Model Approximations	May 28, 2022	ClassificationDocument Classification	—Unverified	0
LiVeR: Lightweight Vehicle Detection and Classification in Real-Time	May 27, 2022	Classificationvehicle detection	—Unverified	0
Deep Coding Patterns Design for Compressive Near-Infrared Spectral Classification	May 27, 2022	Classification	—Unverified	0
Gene selection from microarray expression data: A Multi-objective PSO with adaptive K-nearest neighborhood	May 27, 2022	Cancer ClassificationClassification	—Unverified	0
TraClets: Harnessing the power of computer vision for trajectory classification	May 27, 2022	Classification	CodeCode Available	0
Prototype Based Classification from Hierarchy to Fairness	May 27, 2022	ClassificationFairness	CodeCode Available	0
Learning Instance Representation Banks for Aerial Scene Classification	May 27, 2022	Aerial Scene ClassificationClassification	—Unverified	0
Unequal Covariance Awareness for Fisher Discriminant Analysis and Its Variants in Classification	May 26, 2022	Classification	CodeCode Available	0
Unsupervised Reinforcement Adaptation for Class-Imbalanced Text Classification	May 26, 2022	ClassificationDomain Adaptation	CodeCode Available	0
Selective Classification Via Neural Network Training Dynamics	May 26, 2022	Classification	—Unverified	0
Learn to Cluster Faces via Pairwise Classification	May 26, 2022	ClassificationClustering	—Unverified	0
Federated Split BERT for Heterogeneous Text Classification	May 26, 2022	ClassificationFederated Learning	—Unverified	0
Semantic Parsing of Interpage Relations	May 26, 2022	ClassificationDependency Parsing	—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