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 11851–11900 of 12815 papers

Title	Date	Tasks	Status
Boolean-aware Boolean Circuit Classification: A Comprehensive Study on Graph Neural Network	Nov 13, 2024	ClassificationGraph Classification	—Unverified
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose	Feb 5, 2021	ClassificationConformal Prediction	—Unverified
Boosting classification reliability of NLP transformer models in the long run	Feb 20, 2023	Classification	—Unverified
Improving Deep Hyperspectral Image Classification Performance with Spectral Unmixing	Apr 1, 2020	ClassificationGeneral Classification	—Unverified
Boosting Deep Transfer Learning for COVID-19 Classification	Feb 16, 2021	ClassificationComputed Tomography (CT)	—Unverified
Boosting Few-Shot Text Classification via Distribution Estimation	Mar 26, 2023	ClassificationFew-Shot Image Classification	—Unverified
Boosting Local Spectro-Temporal Features for Speech Analysis	May 17, 2023	Classificationobject-detection	—Unverified
Boosting Medical Image Classification with Segmentation Foundation Model	Jun 16, 2024	Classificationimage-classification	—Unverified
Boosting rare benthic macroinvertebrates taxa identification with one-class classification	Feb 12, 2020	ClassificationGeneral Classification	—Unverified
Boosting Ridge Regression for High Dimensional Data Classification	Mar 25, 2020	ClassificationForm	—Unverified
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs	Oct 1, 2018	Abusive LanguageBIG-bench Machine Learning	—Unverified
Boost Phrase-level Polarity Labelling with Review-level Sentiment Classification	Feb 11, 2015	ClassificationGeneral Classification	—Unverified
Boost Picking: A Universal Method on Converting Supervised Classification to Semi-supervised Classification	Feb 18, 2016	ClassificationGeneral Classification	—Unverified
Bootstrapping an Italian VerbNet: data-driven analysis of verb alternations	May 1, 2014	ClassificationGeneral Classification	—Unverified
Bootstrapping Graph Convolutional Neural Networks for Autism Spectrum Disorder Classification	Apr 24, 2017	ClassificationGeneral Classification	—Unverified
BOREx: Bayesian-Optimization--Based Refinement of Saliency Map for Image- and Video-Classification Models	Oct 31, 2022	Bayesian OptimizationClassification	—Unverified
BotSpot: Deep Learning Classification of Bot Accounts within Twitter	Sep 8, 2021	ClassificationDeep Learning	—Unverified
Bottom-up Hierarchical Classification Using Confusion-based Logit Compression	Oct 5, 2021	Classification	—Unverified
BOUNCE: Sentiment Classification in Twitter using Rich Feature Sets	Jun 1, 2013	ClassificationGeneral Classification	—Unverified
Bounds on mutual information of mixture data for classification tasks	Jan 27, 2021	ClassificationGeneral Classification	—Unverified
Bounds on the Number of Measurements for Reliable Compressive Classification	Jul 11, 2016	ClassificationGeneral Classification	—Unverified
BraidNet: procedural generation of neural networks for image classification problems using braid theory	Apr 20, 2021	ClassificationGeneral Classification	—Unverified
Brain Abnormality Detection by Deep Convolutional Neural Network	Aug 17, 2017	Anomaly DetectionClassification	—Unverified
Brain-Computer Interface with Corrupted EEG Data: A Tensor Completion Approach	Jun 13, 2018	Brain Computer InterfaceClassification	—Unverified
Brain EEG Time Series Selection: A Novel Graph-Based Approach for Classification	Jan 14, 2018	ClassificationEEG	—Unverified
BrainNetGAN: Data augmentation of brain connectivity using generative adversarial network for dementia classification	Mar 10, 2021	Binary ClassificationClassification	—Unverified
BrainNPT: Pre-training of Transformer networks for brain network classification	May 2, 2023	Classification	—Unverified
BrainSegNet : A Segmentation Network for Human Brain Fiber Tractography Data into Anatomically Meaningful Clusters	Oct 14, 2017	ClassificationGeneral Classification	—Unverified
Brain Tumor classification and Segmentation using Deep Learning	Apr 16, 2023	Brain Tumor ClassificationClassification	—Unverified
Brain Tumor Classification by Cascaded Multiscale Multitask Learning Framework Based on Feature Aggregation	Dec 28, 2021	Brain Tumor ClassificationBrain Tumor Segmentation	—Unverified
Brain Tumor Classification Using Medial Residual Encoder Layers	Nov 1, 2020	Brain Tumor ClassificationClassification	—Unverified
Brain Tumor Classification using Vision Transformer with Selective Cross-Attention Mechanism and Feature Calibration	Jun 25, 2024	Brain Tumor ClassificationClassification	—Unverified
Brain Tumor Detection and Classification based on Hybrid Ensemble Classifier	Jan 1, 2021	ClassificationGeneral Classification	—Unverified
Brain Tumor Image Retrieval via Multitask Learning	Oct 22, 2018	ClassificationGeneral Classification	—Unverified
Brain tumor multi classification and segmentation in MRI images using deep learning	Apr 20, 2023	ClassificationSegmentation	—Unverified
Brain Tumor Radiogenomic Classification	Jan 11, 2024	Binary ClassificationClassification	—Unverified
Brain Tumor Type Classification via Capsule Networks	Feb 27, 2018	Brain Tumor ClassificationClassification	—Unverified
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation	Aug 9, 2023	ClassificationSegmentation	—Unverified
Brazilian Lyrics-Based Music Genre Classification Using a BLSTM Network	Mar 6, 2020	ClassificationGeneral Classification	—Unverified
Breaking Fair Binary Classification with Optimal Flipping Attacks	Apr 12, 2022	Binary ClassificationClassification	—Unverified
Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning	Dec 29, 2024	Classificationclass-incremental learning	—Unverified
Breaking the Closed World Assumption in Text Classification	Jun 1, 2016	ClassificationGeneral Classification	—Unverified
Breaking the Glass Ceiling for Embedding-Based Classifiers for Large Output Spaces	Dec 1, 2019	AttributeClassification	—Unverified
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT	Oct 31, 2023	Binary ClassificationChunking	—Unverified
Breast Cancer Classification in Deep Ultraviolet Fluorescence Images Using a Patch-Level Vision Transformer Framework	May 12, 2025	Cancer ClassificationClassification	—Unverified
Breast Cancer Classification Using: Pixel Interpolation	Nov 3, 2021	Cancer ClassificationClassification	—Unverified
Breast Cancer Classification with Ultrasound Images Based on SLIC	Apr 25, 2019	Cancer ClassificationClassification	—Unverified
Breast Cancer Diagnosis via Classification Algorithms	Jul 3, 2018	BIG-bench Machine LearningClassification	—Unverified
Breast Cancer Image Classification Method Based on Deep Transfer Learning	Apr 14, 2024	Breast Cancer DetectionClassification	—Unverified
Breast mass classification in ultrasound based on Kendall's shape manifold	May 27, 2019	ClassificationFeature Engineering	—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