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 2501–2550 of 12815 papers

Title	Date	Tasks	Status	Hype
Boosting Local Spectro-Temporal Features for Speech Analysis	May 17, 2023	Classificationobject-detection	—Unverified	0
Deep Learning Applications Based on WISE Infrared Data: Classification of Stars, Galaxies and Quasars	May 17, 2023	Classificationimage-classification	—Unverified	0
The Adversarial Consistency of Surrogate Risks for Binary Classification	May 17, 2023	Binary ClassificationClassification	—Unverified	0
Confidence-Guided Semi-supervised Learning in Land Cover Classification	May 17, 2023	ClassificationDiversity	—Unverified	0
Variational Classification	May 17, 2023	Adversarial RobustnessClassification	CodeCode Available	0
Mastering Long-Tail Complexity on Graphs: Characterization, Learning, and Generalization	May 17, 2023	ClassificationContrastive Learning	—Unverified	0
Sharpness & Shift-Aware Self-Supervised Learning	May 17, 2023	ClassificationContrastive Learning	—Unverified	0
Transfer Learning for Fine-grained Classification Using Semi-supervised Learning and Visual Transformers	May 17, 2023	Classificationimage-classification	—Unverified	0
Assessment of few-hits machine learning classification algorithms for low energy physics in liquid argon detectors	May 16, 2023	Classification	CodeCode Available	0
ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification	May 16, 2023	ClassificationContrastive Learning	CodeCode Available	1
A Dictionary-based approach to Time Series Ordinal Classification	May 16, 2023	ClassificationOrdinal Classification	—Unverified	0
Identification and Classification of Exoplanets Using Machine Learning Techniques	May 16, 2023	Classification	—Unverified	0
Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime	May 16, 2023	ClassificationData Augmentation	CodeCode Available	0
Text Classification via Large Language Models	May 15, 2023	ClassificationDiagnostic	CodeCode Available	1
Towards Automated COVID-19 Presence and Severity Classification	May 15, 2023	ClassificationEnsemble Learning	—Unverified	0
Device-Robust Acoustic Scene Classification via Impulse Response Augmentation	May 12, 2023	Acoustic Scene ClassificationAudio Classification	CodeCode Available	1
RepCL: Exploring Effective Representation for Continual Text Classification	May 12, 2023	ClassificationContinual Learning	—Unverified	0
Two-in-One: A Model Hijacking Attack Against Text Generation Models	May 12, 2023	ClassificationFace Recognition	—Unverified	0
Feature Channel Adaptive Enhancement for Fine-Grained Visual Classification	May 11, 2023	ClassificationFine-Grained Image Classification	—Unverified	0
Data quality dimensions for fair AI	May 11, 2023	ClassificationFairness	CodeCode Available	4
Salient Mask-Guided Vision Transformer for Fine-Grained Classification	May 11, 2023	ClassificationFine-Grained Image Classification	CodeCode Available	1
Exploring Zero and Few-shot Techniques for Intent Classification	May 11, 2023	ClassificationData Augmentation	—Unverified	0
Novel deep learning methods for 3D flow field segmentation and classification	May 10, 2023	ClassificationDeep Learning	—Unverified	0
A Multi-modal Approach to Single-modal Visual Place Classification	May 10, 2023	ClassificationDepth Estimation	—Unverified	0
Alternating Gradient Descent and Mixture-of-Experts for Integrated Multimodal Perception	May 10, 2023	Classificationimage-classification	—Unverified	0
Pearson-Matthews correlation coefficients for binary and multinary classification and hypothesis testing	May 10, 2023	Binary ClassificationClassification	—Unverified	0
Quantum Machine Learning for Malware Classification	May 9, 2023	ClassificationMalware Classification	—Unverified	0
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text	May 9, 2023	ClassificationDecoder	CodeCode Available	1
Semantic Embedded Deep Neural Network: A Generic Approach to Boost Multi-Label Image Classification Performance	May 9, 2023	AttributeClassification	—Unverified	0
When and What to Ask Through World States and Text Instructions: IGLU NLP Challenge Solution	May 9, 2023	ClassificationMinecraft	CodeCode Available	1
Algebra Error Classification with Large Language Models	May 8, 2023	ClassificationMath	CodeCode Available	0
Classification Tree Pruning Under Covariate Shift	May 7, 2023	Classification	—Unverified	0
Electromyography Signal Classification Using Deep Learning	May 6, 2023	ClassificationDeep Learning	—Unverified	0
A Sea-Land Clutter Classification Framework for Over-the-Horizon-Radar Based on Weighted Loss Semi-supervised GAN	May 6, 2023	ClassificationGenerative Adversarial Network	—Unverified	0
HateMM: A Multi-Modal Dataset for Hate Video Classification	May 6, 2023	ClassificationHate Speech Detection	CodeCode Available	1
Augmenting Low-Resource Text Classification with Graph-Grounded Pre-training and Prompting	May 5, 2023	ArticlesClassification	—Unverified	0
Advances on the classification of radio image cubes	May 5, 2023	Anomaly DetectionAstronomy	—Unverified	0
Fine-Grained Product Classification on Leaflet Advertisements	May 5, 2023	Classification	CodeCode Available	0
Human Attention-Guided Explainable Artificial Intelligence for Computer Vision Models	May 5, 2023	ClassificationExplainable artificial intelligence	—Unverified	0
Reduction of Class Activation Uncertainty with Background Information	May 5, 2023	ClassificationFine-Grained Image Classification	CodeCode Available	1
Leveraging BERT Language Model for Arabic Long Document Classification	May 4, 2023	ClassificationDocument Classification	—Unverified	0
Tuning Traditional Language Processing Approaches for Pashto Text Classification	May 4, 2023	ClassificationText Categorization	—Unverified	0
LSTM Framework for Classification of Radar and Communications Signals	May 4, 2023	Classification	—Unverified	0
Forward-Forward Contrastive Learning	May 4, 2023	ClassificationContrastive Learning	—Unverified	0
Towards Weakly-Supervised Hate Speech Classification Across Datasets	May 4, 2023	Classificationtext-classification	—Unverified	0
Enhancing Pashto Text Classification using Language Processing Techniques for Single And Multi-Label Analysis	May 4, 2023	Classificationtext-classification	—Unverified	0
Biomarker Investigation using Multiple Brain Measures from MRI through XAI in Alzheimer's Disease Classification	May 3, 2023	ClassificationDiagnostic	—Unverified	0
Using Language Models on Low-end Hardware	May 3, 2023	ClassificationLanguage Modeling	—Unverified	0
ChatGraph: Interpretable Text Classification by Converting ChatGPT Knowledge to Graphs	May 3, 2023	ClassificationDecision Making	CodeCode Available	0
The Benefits of Label-Description Training for Zero-Shot Text Classification	May 3, 2023	Classificationdomain classification	CodeCode Available	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