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 451–500 of 12815 papers

Title	Date	Tasks	Status	Hype
SCFNet:A Transferable IIIC EEG Classification Network	Dec 16, 2024	ClassificationEEG	—Unverified	0
Leveraging Group Classification with Descending Soft Labeling for Deep Imbalanced Regression	Dec 16, 2024	ClassificationContrastive Learning	CodeCode Available	0
Sound Classification of Four Insect Classes	Dec 16, 2024	ClassificationData Augmentation	—Unverified	0
LMM-Regularized CLIP Embeddings for Image Classification	Dec 16, 2024	Classificationimage-classification	—Unverified	0
An Enhanced Classification Method Based on Adaptive Multi-Scale Fusion for Long-tailed Multispectral Point Clouds	Dec 16, 2024	ClassificationScene Understanding	—Unverified	0
Leveraging Large Language Models for Effective Label-free Node Classification in Text-Attributed Graphs	Dec 16, 2024	ClassificationNode Classification	CodeCode Available	0
Does VLM Classification Benefit from LLM Description Semantics?	Dec 16, 2024	Classificationimage-classification	CodeCode Available	1
Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography	Dec 16, 2024	Cancer ClassificationClassification	—Unverified	0
Classification Drives Geographic Bias in Street Scene Segmentation	Dec 15, 2024	ClassificationDiversity	—Unverified	0
Pretrained Event Classification Model for High Energy Physics Analysis	Dec 14, 2024	ClassificationComputational Efficiency	—Unverified	0
Low-Resource Fast Text Classification Based on Intra-Class and Inter-Class Distance Calculation	Dec 13, 2024	Classificationgraph construction	—Unverified	0
Multi-Head Encoding for Extreme Label Classification	Dec 13, 2024	Classification	CodeCode Available	1
Semi-Periodic Activation for Time Series Classification	Dec 13, 2024	ClassificationTime Series	CodeCode Available	0
Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces	Dec 12, 2024	ClassificationEEG	CodeCode Available	0
MVC-VPR: Mutual Learning of Viewpoint Classification and Visual Place Recognition	Dec 12, 2024	ClassificationImage Retrieval	—Unverified	0
An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques	Dec 12, 2024	Classificationimage-classification	CodeCode Available	0
New keypoint-based approach for recognising British Sign Language (BSL) from sequences	Dec 12, 2024	ClassificationComputational Efficiency	—Unverified	0
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis	Dec 12, 2024	AllClassification	—Unverified	0
Multi-Stage Segmentation and Cascade Classification Methods for Improving Cardiac MRI Analysis	Dec 12, 2024	ClassificationDeep Learning	—Unverified	0
Multimodal Approaches to Fair Image Classification: An Ethical Perspective	Dec 11, 2024	ClassificationEthics	—Unverified	0
Maximizing Information in Neuron Populations for Neuromorphic Spike Encoding	Dec 11, 2024	Classification	—Unverified	0
Advancing Single and Multi-task Text Classification through Large Language Model Fine-tuning	Dec 11, 2024	ClassificationDecoder	—Unverified	0
Enhancing Interpretability Through Loss-Defined Classification Objective in Structured Latent Spaces	Dec 11, 2024	ClassificationMetric Learning	—Unverified	0
Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacks	Dec 11, 2024	Adversarial RobustnessClassification	—Unverified	0
RUMC: A Rule-based Classifier Inspired by Evolutionary Methods	Dec 10, 2024	Classification	—Unverified	0
Explainability of Deep Learning-Based Plant Disease Classifiers Through Automated Concept Identification	Dec 10, 2024	ClassificationDeep Learning	—Unverified	0
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	0
Can linguists better understand DNA?	Dec 10, 2024	ClassificationSentence	CodeCode Available	0
How transfer learning is used in generative models for image classification: improved accuracy	Dec 9, 2024	ClassificationGenerative Adversarial Network	CodeCode Available	0
Leveraging Sentiment for Offensive Text Classification	Dec 9, 2024	Classificationtext-classification	—Unverified	0
Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy	Dec 9, 2024	ClassificationDiversity	—Unverified	0
Paddy Disease Detection and Classification Using Computer Vision Techniques: A Mobile Application to Detect Paddy Disease	Dec 8, 2024	Classification	—Unverified	0
BERTCaps: BERT Capsule for Persian Multi-Domain Sentiment Analysis	Dec 7, 2024	Binary ClassificationClassification	—Unverified	0
Granular Ball K-Class Twin Support Vector Classifier	Dec 6, 2024	Binary ClassificationClassification	—Unverified	0
Anomaly Detection and Classification in Knowledge Graphs	Dec 6, 2024	Anomaly DetectionClassification	—Unverified	0
Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?	Dec 6, 2024	ClassificationDocument Classification	—Unverified	0
Demonstration Selection for In-Context Learning via Reinforcement Learning	Dec 5, 2024	ClassificationDiversity	—Unverified	0
Intriguing Properties of Robust Classification	Dec 5, 2024	ClassificationRobust classification	—Unverified	0
Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification	Dec 5, 2024	ClassificationDiagnostic	CodeCode Available	1
Benchmarking Harmonized Tariff Schedule Classification Models	Dec 4, 2024	BenchmarkingClassification	—Unverified	0
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks	Dec 4, 2024	ClassificationContrastive Learning	—Unverified	0
Node Classification With Integrated Reject Option	Dec 4, 2024	ClassificationGraph Learning	—Unverified	0
Gesture Classification in Artworks Using Contextual Image Features	Dec 4, 2024	Classification	—Unverified	0
Point-GN: A Non-Parametric Network Using Gaussian Positional Encoding for Point Cloud Classification	Dec 4, 2024	3D Point Cloud ClassificationClassification	CodeCode Available	1
Risk-aware Classification via Uncertainty Quantification	Dec 4, 2024	ClassificationDecision Making	—Unverified	0
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation	Dec 4, 2024	3D Object ClassificationClassification	—Unverified	0
Granular Ball Twin Support Vector Machine with Universum Data	Dec 4, 2024	ClassificationComputational Efficiency	—Unverified	0
Optimization of Transformer heart disease prediction model based on particle swarm optimization algorithm	Dec 3, 2024	ClassificationDisease Prediction	—Unverified	0
Lean classical-quantum hybrid neural network model for image classification	Dec 3, 2024	ClassificationDecision Making	—Unverified	0
Class-wise Autoencoders Measure Classification Difficulty And Detect Label Mistakes	Dec 3, 2024	Classification	CodeCode Available	1

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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