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 3551–3600 of 12815 papers

Title	Date	Tasks	Status	Hype
FOLD-SE: An Efficient Rule-based Machine Learning Algorithm with Scalable Explainability	Aug 16, 2022	Binary ClassificationClassification	—Unverified	0
Training-Time Attacks against k-Nearest Neighbors	Aug 15, 2022	ClassificationDimensionality Reduction	—Unverified	0
Preventing Deterioration of Classification Accuracy in Predictive Coding Networks	Aug 15, 2022	Classification	—Unverified	0
Acceleration of Subspace Learning Machine via Particle Swarm Optimization and Parallel Processing	Aug 15, 2022	ClassificationGeneral Classification	—Unverified	0
Virgo: Scalable Unsupervised Classification of Cosmological Shock Waves	Aug 14, 2022	Classification	CodeCode Available	0
Predicting skull fractures via CNN with classification algorithms	Aug 14, 2022	ClassificationImage Categorization	—Unverified	0
Incoporating Weighted Board Learning System for Accurate Occupational Pneumoconiosis Staging	Aug 13, 2022	Classificationimage-classification	—Unverified	0
Revisiting Adversarial Attacks on Graph Neural Networks for Graph Classification	Aug 13, 2022	ClassificationGraph Classification	—Unverified	0
On deceiving malware classification with section injection	Aug 12, 2022	ClassificationMalware Classification	CodeCode Available	1
Shifted Windows Transformers for Medical Image Quality Assessment	Aug 11, 2022	ClassificationDiagnostic	—Unverified	0
Multilayer Fisher extreme learning machine for classification	Aug 10, 2022	ClassificationDenoising	—Unverified	0
Trustworthy Visual Analytics in Clinical Gait Analysis: A Case Study for Patients with Cerebral Palsy	Aug 10, 2022	ClassificationExplainable artificial intelligence	—Unverified	0
E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes	Aug 9, 2022	ClassificationNode Classification	CodeCode Available	0
Ultra Lite Convolutional Neural Network for Fast Automatic Modulation Classification in Low-Resource Scenarios	Aug 9, 2022	ClassificationData Augmentation	CodeCode Available	1
EfficientNet for Brain-Lesion classification	Aug 9, 2022	ClassificationLesion Classification	—Unverified	0
Explainable prediction of Qcodes for NOTAMs using column generation	Aug 9, 2022	Binary ClassificationClassification	—Unverified	0
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring	Aug 8, 2022	Classificationclass-incremental learning	—Unverified	0
An example of use of Variational Methods in Quantum Machine Learning	Aug 7, 2022	Binary ClassificationClassification	—Unverified	0
Continual Learning for Tumor Classification in Histopathology Images	Aug 7, 2022	ClassificationContinual Learning	—Unverified	0
Preserving Fine-Grain Feature Information in Classification via Entropic Regularization	Aug 7, 2022	ClassificationDiversity	CodeCode Available	0
Weakly Supervised Online Action Detection for Infant General Movements	Aug 7, 2022	Action DetectionClassification	CodeCode Available	0
An Adaptive and Altruistic PSO-based Deep Feature Selection Method for Pneumonia Detection from Chest X-Rays	Aug 6, 2022	Classificationfeature selection	CodeCode Available	0
Model Blending for Text Classification	Aug 5, 2022	ClassificationMachine Translation	—Unverified	0
Construction of English Resume Corpus and Test with Pre-trained Language Models	Aug 5, 2022	ClassificationSentence	—Unverified	0
ZLPR: A Novel Loss for Multi-label Classification	Aug 5, 2022	ClassificationMulti-Label Classification	CodeCode Available	1
MorDeephy: Face Morphing Detection Via Fused Classification	Aug 5, 2022	ClassificationFace Morphing Attack Detection	—Unverified	0
Task-Balanced Distillation for Object Detection	Aug 5, 2022	ClassificationKnowledge Distillation	—Unverified	0
RadTex: Learning Efficient Radiograph Representations from Text Reports	Aug 5, 2022	ClassificationDecoder	—Unverified	0
Time-Frequency Distributions of Heart Sound Signals: A Comparative Study using Convolutional Neural Networks	Aug 5, 2022	ClassificationSound Classification	—Unverified	0
Privacy-Preserving Image Classification Using ConvMixer with Adaptive Permutation Matrix	Aug 4, 2022	Classificationimage-classification	—Unverified	0
A Novel Automated Classification and Segmentation for COVID-19 using 3D CT Scans	Aug 4, 2022	ClassificationComputed Tomography (CT)	—Unverified	0
Segmented Learning for Class-of-Service Network Traffic Classification	Aug 3, 2022	ClassificationScheduling	CodeCode Available	0
Statistical Attention Localization (SAL): Methodology and Application to Object Classification	Aug 3, 2022	ClassificationObject	—Unverified	0
Convolutional Fine-Grained Classification with Self-Supervised Target Relation Regularization	Aug 3, 2022	ClassificationData Augmentation	CodeCode Available	1
Augmentation Learning for Semi-Supervised Classification	Aug 3, 2022	ClassificationData Augmentation	—Unverified	0
One Node at a Time: Node-Level Network Classification	Aug 3, 2022	ClassificationClustering	—Unverified	0
Multiclass ASMA vs Targeted PGD Attack in Image Segmentation	Aug 3, 2022	Adversarial AttackClassification	—Unverified	0
Binary Classification with Positive Labeling Sources	Aug 2, 2022	BenchmarkingBinary Classification	—Unverified	0
BEIKE NLP at SemEval-2022 Task 4: Prompt-Based Paragraph Classification for Patronizing and Condescending Language Detection	Aug 2, 2022	Binary Condescension DetectionClassification	—Unverified	0
Low-complexity CNNs for Acoustic Scene Classification	Aug 2, 2022	Acoustic Scene ClassificationClassification	—Unverified	0
MT-SNN: Spiking Neural Network that Enables Single-Tasking of Multiple Tasks	Aug 2, 2022	Classification	—Unverified	0
An hybrid CNN-Transformer model based on multi-feature extraction and attention fusion mechanism for cerebral emboli classification	Aug 1, 2022	Classification	CodeCode Available	0
A knee cannot have lung disease: out-of-distribution detection with in-distribution voting using the medical example of chest X-ray classification	Aug 1, 2022	ClassificationMulti-Label Classification	CodeCode Available	0
Interpretable Time Series Clustering Using Local Explanations	Aug 1, 2022	ClassificationClustering	—Unverified	0
DSLA: Dynamic smooth label assignment for efficient anchor-free object detection	Aug 1, 2022	Classificationobject-detection	CodeCode Available	1
Information Gain Sampling for Active Learning in Medical Image Classification	Aug 1, 2022	Active LearningClassification	—Unverified	0
Adaptive Edge Offloading for Image Classification Under Rate Limit	Jul 31, 2022	Classificationimage-classification	CodeCode Available	1
Image Augmentation for Satellite Images	Jul 29, 2022	ClassificationImage Augmentation	—Unverified	0
Factorizable Joint Shift in Multinomial Classification	Jul 29, 2022	ClassificationMulti-class Classification	—Unverified	0
Automated Classification of Nanoparticles with Various Ultrastructures and Sizes	Jul 28, 2022	ClassificationImage Generation	—Unverified	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