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 11751–11800 of 12815 papers

Title	Date	Tasks	Status
BenthIQ: a Transformer-Based Benthic Classification Model for Coral Restoration	Nov 22, 2023	ClassificationDecoder	—Unverified
BERT based Adverse Drug Effect Tweet Classification	Jun 1, 2021	Classification	—Unverified
BERT based classification system for detecting rumours on Twitter	Sep 7, 2021	ClassificationMisinformation	—Unverified
BERTCaps: BERT Capsule for Persian Multi-Domain Sentiment Analysis	Dec 7, 2024	Binary ClassificationClassification	—Unverified
BERT-CNN: a Hierarchical Patent Classifier Based on a Pre-Trained Language Model	Nov 3, 2019	ClassificationGeneral Classification	—Unverified
BERT got a Date: Introducing Transformers to Temporal Tagging	Nov 16, 2021	ClassificationDecoder	—Unverified
BERTifying Sinhala -- A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification	Aug 16, 2022	Classificationtext-classification	—Unverified
Besting the Quiz Master: Crowdsourcing Incremental Classification Games	Jul 1, 2012	ClassificationGeneral Classification	—Unverified
Best Practices in Pool-based Active Learning for Image Classification	Sep 29, 2021	Active LearningBenchmarking	—Unverified
Best-scored Random Forest Classification	May 27, 2019	Binary ClassificationClassification	—Unverified
BET: Bayesian Ensemble Trees for Clustering and Prediction in Heterogeneous Data	Aug 18, 2014	ClassificationClustering	—Unverified
Better and Faster: Knowledge Transfer from Multiple Self-supervised Learning Tasks via Graph Distillation for Video Classification	Apr 26, 2018	ClassificationGeneral Classification	—Unverified
Better Multi-class Probability Estimates for Small Data Sets	Jan 30, 2020	ClassificationGeneral Classification	—Unverified
Better Queries for Aspect-Category Sentiment Classification	Oct 1, 2020	Aspect Category DetectionAspect Category Sentiment Classification	—Unverified
Better Reasoning Behind Classification Predictions with BERT for Fake News Detection	Jul 23, 2022	ClassificationFake News Detection	—Unverified
Betti numbers of attention graphs is all you really need	Oct 10, 2020	AllClassification	—Unverified
Beyond Bandit Feedback in Online Multiclass Classification	Jun 7, 2021	2kClassification	—Unverified
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation	Oct 14, 2021	Autonomous VehiclesClassification	—Unverified
Beyond Classification: Knowledge Distillation using Multi-Object Impressions	Oct 27, 2021	ClassificationKnowledge Distillation	—Unverified
Beyond Classification: Latent User Interests Profiling from Visual Contents Analysis	Dec 21, 2015	ClassificationGeneral Classification	—Unverified
Beyond Context: A New Perspective for Word Embeddings	Jun 1, 2019	ClassificationFeature Engineering	—Unverified
Beyond Homophily with Graph Echo State Networks	Oct 27, 2022	ClassificationGraph Classification	—Unverified
Beyond Text: Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs	Nov 1, 2021	ClassificationDocument Classification	—Unverified
Beyond the Attention: Distinguish the Discriminative and Confusable Features For Fine-grained Image Classification	Oct 12, 2020	ClassificationFine-Grained Image Classification	—Unverified
Beyond the Surface: Uncovering Implicit Locations with LLMs for Personalized Local News	Feb 20, 2025	ArticlesClassification	—Unverified
Beyond Toxic: Toxicity Detection Datasets are Not Enough for Brand Safety	Mar 27, 2023	Binary ClassificationClassification	—Unverified
BFClass: A Backdoor-free Text Classification Framework	Sep 22, 2021	Backdoor AttackClassification	—Unverified
BFO Meets HOG: Feature Extraction Based on Histograms of Oriented p.d.f. Gradients for Image Classification	Jun 1, 2013	ClassificationGeneral Classification	—Unverified
Bias Correction in Machine Learning-based Classification of Rare Events	Jul 4, 2024	ClassificationEvent Detection	—Unverified
Bias Mitigation Methods for Binary Classification Decision-Making Systems: Survey and Recommendations	May 31, 2023	Binary ClassificationClassification	—Unverified
Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers	May 21, 2018	ClassificationGeneral Classification	—Unverified
Bias-Tolerant Fair Classification	Jul 7, 2021	ClassificationFairness	—Unverified
Bibliothèque de la communauté assomptionniste : saisie informatique et classement Dewey	Sep 18, 2019	ClassificationGeneral Classification	—Unverified
Bi-directional Joint Neural Networks for Intent Classification and Slot Filling	Feb 26, 2022	Classificationintent-classification	—Unverified
Bidirectional Long Short-Term Memory Networks for Relation Classification	Oct 1, 2015	ClassificationGeneral Classification	—Unverified
Bidirectional Recurrent Convolutional Neural Network for Relation Classification	Aug 1, 2016	ClassificationGeneral Classification	—Unverified
Bi-Directional Recurrent Neural Ordinary Differential Equations for Social Media Text Classification	Dec 23, 2021	ClassificationRumour Detection	—Unverified
Big Data Classification Using Augmented Decision Trees	Oct 26, 2017	ClassificationGeneral Classification	—Unverified
Bijective-Contrastive Estimation	Nov 23, 2020	Classification	—Unverified
Bilateral Asymmetry Guided Counterfactual Generating Network for Mammogram Classification	Sep 30, 2020	Classificationcounterfactual	—Unverified
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora	Jun 1, 2014	Active LearningClassification	—Unverified
Bilingual Chronological Classification of Hafez's Poems	Jun 1, 2016	ClassificationGeneral Classification	—Unverified
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations	Apr 1, 2017	Bilingual Lexicon InductionClassification	—Unverified
Bilingual Transfer Learning for Online Product Classification	Dec 1, 2020	Active LearningClassification	—Unverified
Binarization Methods for Motor-Imagery Brain-Computer Interface Classification	Oct 14, 2020	BinarizationBrain Computer Interface	—Unverified
Binarizing by Classification: Is soft function really necessary?	May 16, 2022	BinarizationBinary Classification	—Unverified
Binary and Multiclass Classifiers based on Multitaper Spectral Features for Epilepsy Detection	Apr 2, 2020	ClassificationEEG	—Unverified
Binary and Multinomial Classification through Evolutionary Symbolic Regression	Jun 25, 2022	Classificationregression	—Unverified
Binary Classification: Counterbalancing Class Imbalance by Applying Regression Models in Combination with One-Sided Label Shifts	Nov 30, 2020	Binary ClassificationClassification	—Unverified
Binary Classification for High Dimensional Data using Supervised Non-Parametric Ensemble Method	Feb 15, 2022	BIG-bench Machine LearningBinary Classification	—Unverified

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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