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 6701–6750 of 12815 papers

Title	Date	Tasks	Status	Hype
Shaping Deep Feature Space towards Gaussian Mixture for Visual Classification	Nov 18, 2020	ClassificationGeneral Classification	—Unverified	0
Probing Fairness of Mobile Ocular Biometrics Methods Across Gender on VISOB 2.0 Dataset	Nov 17, 2020	AttributeClassification	—Unverified	0
C-Learning: Learning to Achieve Goals via Recursive Classification	Nov 17, 2020	ClassificationDensity Estimation	—Unverified	0
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	Nov 17, 2020	ClassificationContrastive Learning	CodeCode Available	1
Multimodal Prototypical Networks for Few-shot Learning	Nov 17, 2020	ClassificationFew-Shot Learning	—Unverified	0
Semi-supervised Learning of Galaxy Morphology using Equivariant Transformer Variational Autoencoders	Nov 17, 2020	ClassificationGeneral Classification	—Unverified	0
Personalized Cardiovascular Disease Risk Mitigation via Longitudinal Inverse Classification	Nov 16, 2020	ClassificationDecision Making	—Unverified	0
Redesigning the classification layer by randomizing the class representation vectors	Nov 16, 2020	ClassificationGeneral Classification	—Unverified	0
Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View	Nov 16, 2020	Binary ClassificationClassification	—Unverified	0
Adversarially Robust Classification based on GLRT	Nov 16, 2020	ClassificationGeneral Classification	—Unverified	0
Direct Classification of Emotional Intensity	Nov 15, 2020	ClassificationGeneral Classification	—Unverified	0
hyper-sinh: An Accurate and Reliable Function from Shallow to Deep Learning in TensorFlow and Keras	Nov 15, 2020	ClassificationGeneral Classification	CodeCode Available	0
Declarative Approaches to Counterfactual Explanations for Classification	Nov 15, 2020	Classificationcounterfactual	—Unverified	0
SAG-GAN: Semi-Supervised Attention-Guided GANs for Data Augmentation on Medical Images	Nov 15, 2020	ClassificationData Augmentation	—Unverified	0
Pollen Grain Microscopic Image Classification Using an Ensemble of Fine-Tuned Deep Convolutional Neural Networks	Nov 15, 2020	ClassificationGeneral Classification	—Unverified	0
Precision-Recall Curve (PRC) Classification Trees	Nov 15, 2020	ClassificationFraud Detection	—Unverified	0
G-RCN: Optimizing the Gap between Classification and Localization Tasks for Object Detection	Nov 14, 2020	ClassificationGeneral Classification	—Unverified	0
Supervised Text Classification using Text Search	Nov 14, 2020	ClassificationGeneral Classification	—Unverified	0
Pneumothorax and chest tube classification on chest x-rays for detection of missed pneumothorax	Nov 14, 2020	ClassificationGeneral Classification	—Unverified	0
Texture image classification based on a pseudo-parabolic diffusion model	Nov 14, 2020	ClassificationGeneral Classification	—Unverified	0
TDAsweep: A Novel Dimensionality Reduction Method for Image Classification Tasks	Nov 14, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Cost-Sensitive Machine Learning Classification for Mass Tuberculosis Verbal Screening	Nov 14, 2020	BIG-bench Machine LearningClassification	—Unverified	0
CatFedAvg: Optimising Communication-efficiency and Classification Accuracy in Federated Learning	Nov 14, 2020	ClassificationFederated Learning	—Unverified	0
Zero-shot Relation Classification from Side Information	Nov 13, 2020	ClassificationFew-Shot Learning	CodeCode Available	0
Power System Event Identification based on Deep Neural Network with Information Loading	Nov 13, 2020	ClassificationGeneral Classification	—Unverified	0
One Explanation is Not Enough: Structured Attention Graphs for Image Classification	Nov 13, 2020	Classificationcounterfactual	CodeCode Available	1
Multi-layered tensor networks for image classification	Nov 13, 2020	ClassificationGeneral Classification	CodeCode Available	0
Metastatic Cancer Image Classification Based On Deep Learning Method	Nov 13, 2020	ClassificationDeep Learning	—Unverified	0
LULC classification by semantic segmentation of satellite images using FastFCN	Nov 13, 2020	ClassificationGeneral Classification	—Unverified	0
A partition-based similarity for classification distributions	Nov 12, 2020	ClassificationGeneral Classification	—Unverified	0
Fed-Focal Loss for imbalanced data classification in Federated Learning	Nov 12, 2020	ClassificationFederated Learning	—Unverified	0
Domain Generalization in Biosignal Classification	Nov 12, 2020	ClassificationDomain Adaptation	—Unverified	0
Gaussian RAM: Lightweight Image Classification via Stochastic Retina-Inspired Glimpse and Reinforcement Learning	Nov 12, 2020	ClassificationGeneral Classification	CodeCode Available	1
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM	Nov 12, 2020	Atrial Fibrillation DetectionClassification	CodeCode Available	1
Multiscale Attention Guided Network for COVID-19 Diagnosis Using Chest X-ray Images	Nov 11, 2020	ClassificationCOVID-19 Diagnosis	CodeCode Available	1
Linear Dilation-Erosion Perceptron for Binary Classification	Nov 11, 2020	Binary ClassificationClassification	—Unverified	0
Deep learning and hand-crafted features for virus image classification	Nov 11, 2020	ClassificationDeep Learning	—Unverified	0
Multi-Label Classification Using Link Prediction	Nov 11, 2020	ClassificationGeneral Classification	CodeCode Available	0
Robust and flexible learning of a high-dimensional classification rule using auxiliary outcomes	Nov 11, 2020	ClassificationGeneral Classification	—Unverified	0
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification	Nov 11, 2020	ClassificationDecoder	CodeCode Available	1
Optimized Loss Functions for Object detection: A Case Study on Nighttime Vehicle Detection	Nov 11, 2020	ClassificationGeneral Classification	CodeCode Available	1
Semi-supervised Sparse Representation with Graph Regularization for Image Classification	Nov 11, 2020	ClassificationGeneral Classification	—Unverified	0
Pixel precise unsupervised detection of viral particle proliferation in cellular imaging data	Nov 10, 2020	ClassificationGeneral Classification	—Unverified	0
A Soft Computing Approach for Selecting and Combining Spectral Bands	Nov 10, 2020	ClassificationGeneral Classification	—Unverified	0
Classification of optics-free images with deep neural networks	Nov 10, 2020	Binary ClassificationClassification	—Unverified	0
Glioma Classification Using Multimodal Radiology and Histology Data	Nov 10, 2020	ClassificationGeneral Classification	—Unverified	0
Classification of Polarimetric SAR Images Using Compact Convolutional Neural Networks	Nov 10, 2020	ClassificationGeneral Classification	CodeCode Available	0
A Multi-Plant Disease Diagnosis Method using Convolutional Neural Network	Nov 10, 2020	ClassificationGeneral Classification	—Unverified	0
Two-stage Training of Graph Neural Networks for Graph Classification	Nov 10, 2020	ClassificationGeneral Classification	CodeCode Available	1
Ontology-driven Event Type Classification in Images	Nov 9, 2020	ClassificationGeneral 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