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 1851–1900 of 12815 papers

Title	Date	Tasks	Status	Hype
Generalizing to Unseen Domains in Diabetic Retinopathy Classification	Oct 26, 2023	ClassificationDomain Generalization	CodeCode Available	0
A Multi-Modal Multilingual Benchmark for Document Image Classification	Oct 25, 2023	ClassificationCross-Lingual Transfer	—Unverified	0
Interpretable time series neural representation for classification purposes	Oct 25, 2023	ClassificationRepresentation Learning	—Unverified	0
A Causal Disentangled Multi-Granularity Graph Classification Method	Oct 25, 2023	ClassificationDisentanglement	—Unverified	0
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network	Oct 25, 2023	3D Human Pose EstimationClassification	CodeCode Available	2
Decoupled DETR: Spatially Disentangling Localization and Classification for Improved End-to-End Object Detection	Oct 24, 2023	ClassificationDecoder	—Unverified	0
Pre-training Music Classification Models via Music Source Separation	Oct 24, 2023	ClassificationGenre classification	CodeCode Available	2
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification	Oct 24, 2023	Classification	—Unverified	0
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge	Oct 24, 2023	ClassificationDiagnostic	—Unverified	0
A Technique for Classifying Static Gestures Using UWB Radar	Oct 23, 2023	ClassificationGesture Recognition	—Unverified	0
Random Forest Kernel for High-Dimension Low Sample Size Classification	Oct 23, 2023	Classification	—Unverified	0
Prompt-based Grouping Transformer for Nucleus Detection and Classification	Oct 22, 2023	ClassificationSemantic Similarity	CodeCode Available	0
Learning Interpretable Rules for Scalable Data Representation and Classification	Oct 22, 2023	Classification	CodeCode Available	1
Conditional Consistency Regularization for Semi-Supervised Multi-label Image Classification	Oct 21, 2023	Classificationimage-classification	—Unverified	0
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models	Oct 21, 2023	ClassificationInductive Learning	—Unverified	0
Toward Generative Data Augmentation for Traffic Classification	Oct 21, 2023	ClassificationData Augmentation	—Unverified	0
Tree Prompting: Efficient Task Adaptation without Fine-Tuning	Oct 21, 2023	ClassificationDecision Making	CodeCode Available	1
Evaluating sleep-stage classification: how age and early-late sleep affects classification performance	Oct 20, 2023	Automatic Sleep Stage ClassificationClassification	—Unverified	0
SILC: Improving Vision Language Pretraining with Self-Distillation	Oct 20, 2023	ClassificationContrastive Learning	—Unverified	0
Pathologist-Like Explanations Unveiled: an Explainable Deep Learning System for White Blood Cell Classification	Oct 20, 2023	Classification	—Unverified	0
Positive-Unlabeled Node Classification with Structure-aware Graph Learning	Oct 20, 2023	Anomaly DetectionClassification	—Unverified	0
Streamlining Brain Tumor Classification with Custom Transfer Learning in MRI Images	Oct 19, 2023	Brain Tumor ClassificationClassification	—Unverified	0
Transformer-based Entity Legal Form Classification	Oct 19, 2023	ClassificationData Integration	CodeCode Available	1
FinEntity: Entity-level Sentiment Classification for Financial Texts	Oct 19, 2023	ClassificationSentiment Analysis	CodeCode Available	1
MedAI Dialog Corpus (MEDIC): Zero-Shot Classification of Doctor and AI Responses in Health Consultations	Oct 19, 2023	Classificationtext-classification	—Unverified	0
A reproducible 3D convolutional neural network with dual attention module (3D-DAM) for Alzheimer's disease classification	Oct 19, 2023	Classification	—Unverified	0
Learning under Label Proportions for Text Classification	Oct 18, 2023	Classificationtext-classification	—Unverified	0
BanglaAbuseMeme: A Dataset for Bengali Abusive Meme Classification	Oct 18, 2023	ClassificationMeme Classification	CodeCode Available	0
Analyze Mass Spectrometry data with Artificial Intelligence to assist the understanding of past habitability of Mars and provide insights for future missions	Oct 18, 2023	Classification	CodeCode Available	0
Classification Aggregation without Unanimity	Oct 18, 2023	Classification	—Unverified	0
Using Experience Classification for Training Non-Markovian Tasks	Oct 18, 2023	Autonomous DrivingClassification	—Unverified	0
Utilizing Weak Supervision To Generate Indonesian Conservation Dataset	Oct 17, 2023	ClassificationMulti-class Classification	—Unverified	0
Lyricist-Singer Entropy Affects Lyric-Lyricist Classification Performance	Oct 17, 2023	Classification	—Unverified	0
Impact of Data Synthesis Strategies for the Classification of Craniosynostosis	Oct 16, 2023	ClassificationGenerative Adversarial Network	CodeCode Available	0
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow	Oct 16, 2023	ClassificationDensity Estimation	CodeCode Available	0
Observational and Experimental Insights into Machine Learning-Based Defect Classification in Wafers	Oct 16, 2023	ClassificationDefect Detection	—Unverified	0
Transparent Anomaly Detection via Concept-based Explanations	Oct 16, 2023	Anomaly DetectionClassification	—Unverified	0
Hamming Encoder: Mining Discriminative k-mers for Discrete Sequence Classification	Oct 16, 2023	Classification	—Unverified	0
VIBE: Topic-Driven Temporal Adaptation for Twitter Classification	Oct 16, 2023	Classificationtext-classification	—Unverified	0
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey	Oct 16, 2023	ArticlesClassification	—Unverified	0
Dual-Encoders for Extreme Multi-Label Classification	Oct 16, 2023	ClassificationExtreme Multi-Label Classification	CodeCode Available	0
Overview of ImageArg-2023: The First Shared Task in Multimodal Argument Mining	Oct 15, 2023	Argument MiningClassification	CodeCode Available	0
New Benchmarks for Asian Facial Recognition Tasks: Face Classification with Large Foundation Models	Oct 15, 2023	Classification	CodeCode Available	1
Rethinking Relation Classification with Graph Meaning Representations	Oct 15, 2023	ClassificationNatural Language Understanding	—Unverified	0
Enhancing Stance Classification on Social Media Using Quantified Moral Foundations	Oct 15, 2023	ClassificationStance Classification	—Unverified	0
SVM based Multiclass Classifier for Gait phase Classification using Shank IMU Sensor	Oct 15, 2023	Classification	—Unverified	0
Software Metadata Classification based on Generative Artificial Intelligence	Oct 14, 2023	ClassificationLanguage Modeling	—Unverified	0
Mirage: Model-Agnostic Graph Distillation for Graph Classification	Oct 14, 2023	BenchmarkingClassification	CodeCode Available	0
Causality and Independence Enhancement for Biased Node Classification	Oct 14, 2023	ClassificationNode Classification	CodeCode Available	0
BaitBuster-Bangla: A Comprehensive Dataset for Clickbait Detection in Bangla with Multi-Feature and Multi-Modal Analysis	Oct 13, 2023	ClassificationClickbait Detection	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