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 1901–1950 of 12815 papers

Title	Date	Tasks	Status	Score
Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models	May 26, 2025	Classificationimage-classification	CodeCode Available	5
Benchmarking time series classification -- Functional data vs machine learning approaches	Nov 18, 2019	Additive modelsBenchmarking	CodeCode Available	5
Enolp musk@SMM4H’22 : Leveraging Pre-trained Language Models for Stance And Premise Classification	Oct 1, 2022	ClassificationDependency Parsing	CodeCode Available	5
Benchmarking White Blood Cell Classification Under Domain Shift	Mar 3, 2023	BenchmarkingClassification	CodeCode Available	5
Enriching BERT with Knowledge Graph Embeddings for Document Classification	Sep 18, 2019	ClassificationDescriptive	CodeCode Available	5
Entity at SemEval-2021 Task 5: Weakly Supervised Token Labelling for Toxic Spans Detection	Aug 1, 2021	ClassificationLanguage Modeling	CodeCode Available	5
A Two-Stage Decoder for Efficient ICD Coding	May 27, 2023	ClassificationDecoder	CodeCode Available	5
Meta-Learned Modality-Weighted Knowledge Distillation for Robust Multi-Modal Learning with Missing Data	May 12, 2024	Brain Tumor SegmentationClassification	CodeCode Available	5
Imbalance Learning for Variable Star Classification	Feb 27, 2020	BIG-bench Machine LearningClassification	CodeCode Available	5
Bengali Intent Classification with Generative Adversarial BERT	Dec 17, 2023	ClassificationGenerative Adversarial Network	CodeCode Available	5
Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications	Mar 21, 2024	ClassificationClassification on Time Series with Missing Data	CodeCode Available	5
ImpactCite: An XLNet-based method for Citation Impact Analysis	May 5, 2020	Citation Intent ClassificationClassification	CodeCode Available	5
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning	Oct 23, 2024	ClassificationContrastive Learning	CodeCode Available	5
Impact of Data Synthesis Strategies for the Classification of Craniosynostosis	Oct 16, 2023	ClassificationGenerative Adversarial Network	CodeCode Available	5
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification	May 30, 2024	ClassificationDenoising	CodeCode Available	5
Improved Training for 3D Point Cloud Classification	Jan 1, 2023	3D Object Classification3D Point Cloud Classification	CodeCode Available	5
Enhancing Apple's Defect Classification: Insights from Visible Spectrum and Narrow Spectral Band Imaging	Oct 14, 2024	Classification	CodeCode Available	5
Improvement of Classification in One-Stage Detector	Nov 20, 2020	ClassificationGeneral Classification	CodeCode Available	5
A Multi-cascaded Deep Model for Bilingual SMS Classification	Nov 29, 2019	ClassificationGeneral Classification	CodeCode Available	5
A Tunable Loss Function for Robust Classification: Calibration, Landscape, and Generalization	Jun 5, 2019	ClassificationGeneral Classification	CodeCode Available	5
Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable Length	Aug 8, 2020	ClassificationDiagnostic	CodeCode Available	5
Enhancing Counterfactual Classification via Self-Training	Dec 8, 2021	Classificationcounterfactual	CodeCode Available	5
CardioSyntax: end-to-end SYNTAX score prediction -- dataset, benchmark and method	Jul 29, 2024	ClassificationPrediction	CodeCode Available	5
End-to-End Learning of Representations for Asynchronous Event-Based Data	Apr 17, 2019	ClassificationObject Recognition	CodeCode Available	5
A Mosquito is Worth 16x16 Larvae: Evaluation of Deep Learning Architectures for Mosquito Larvae Classification	Sep 16, 2022	Classificationimage-classification	CodeCode Available	5
Improving GBDT Performance on Imbalanced Datasets: An Empirical Study of Class-Balanced Loss Functions	Jul 19, 2024	ClassificationMulti-Label Classification	CodeCode Available	5
A new approach for fine-tuning sentence transformers for intent classification and out-of-scope detection tasks	Oct 17, 2024	Classificationintent-classification	CodeCode Available	5
BERTifying Sinhala - A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification	Jun 1, 2022	Classificationtext-classification	CodeCode Available	5
Low-Cost Self-Ensembles Based on Multi-Branch Transformation and Grouped Convolution	Aug 5, 2024	ClassificationDiversity	CodeCode Available	5
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	5
Improving Pairwise Ranking for Multi-label Image Classification	Apr 11, 2017	ClassificationGeneral Classification	CodeCode Available	5
Improving Post-Processing of Audio Event Detectors Using Reinforcement Learning	Aug 19, 2022	Classificationreinforcement-learning	CodeCode Available	5
3D-model ShapeNet Core Classification using Meta-Semantic Learning	May 28, 2022	Autonomous DrivingClassification	CodeCode Available	5
End-to-End Neural Network Training for Hyperbox-Based Classification	Jul 18, 2023	Classification	CodeCode Available	5
EnGraf-Net: Multiple Granularity Branch Network with Fine-Coarse Graft Grained for Classification Task	Oct 21, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
Improving short text classification through global augmentation methods	Jul 7, 2019	ArticlesClassification	CodeCode Available	5
A New Dataset and Methodology for Malicious URL Classification	Dec 31, 2024	Binary ClassificationClassification	CodeCode Available	5
Better Self-training for Image Classification through Self-supervision	Sep 2, 2021	Classificationimage-classification	CodeCode Available	5
Enhancing Visual Classification using Comparative Descriptors	Nov 8, 2024	Classificationzero-shot-classification	CodeCode Available	5
Betti numbers of attention graphs is all you really need	Jul 5, 2022	AllClassification	CodeCode Available	5
Between-class Learning for Image Classification	Nov 28, 2017	ClassificationGeneral Classification	CodeCode Available	5
A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories	Jan 1, 2023	Adversarial RobustnessClassification	CodeCode Available	5
Estimation and Applications of Quantiles in Deep Binary Classification	Feb 9, 2021	Binary ClassificationClassification	CodeCode Available	5
Explaining Convolutional Neural Networks using Softmax Gradient Layer-wise Relevance Propagation	Aug 6, 2019	AttributeClassification	CodeCode Available	5
Inverse Compositional Spatial Transformer Networks	Dec 12, 2016	ClassificationGeneral Classification	CodeCode Available	5
EmotiKLUE at IEST 2018: Topic-Informed Classification of Implicit Emotions	Oct 1, 2018	ClassificationGeneral Classification	CodeCode Available	5
Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language	Nov 1, 2021	ClassificationEmotion Classification	CodeCode Available	5
Beyond Document Page Classification: Design, Datasets, and Challenges	Aug 24, 2023	BenchmarkingClassification	CodeCode Available	5
In Defense of the Classification Loss for Person Re-Identification	Sep 16, 2018	ClassificationGeneral Classification	CodeCode Available	5
Emo2Vec: Learning Generalized Emotion Representation by Multi-task Training	Sep 12, 2018	Abusive LanguageClassification	CodeCode Available	5

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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