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 6351–6400 of 12815 papers

Title	Date	Tasks	Status	Hype
Heterogeneous Hand Guise Classification Based on Surface Electromyographic Signals Using Multichannel Convolutional Neural Network	Jan 17, 2021	ClassificationElectromyography (EMG)	—Unverified	0
Improve Global Glomerulosclerosis Classification with Imbalanced Data using CircleMix Augmentation	Jan 16, 2021	ClassificationData Augmentation	CodeCode Available	0
Towards Searching Efficient and Accurate Neural Network Architectures in Binary Classification Problems	Jan 16, 2021	BIG-bench Machine LearningBinary Classification	CodeCode Available	0
Automating Program Structure Classification	Jan 15, 2021	ClassificationGeneral Classification	CodeCode Available	0
Counterfactual Generative Networks	Jan 15, 2021	Classificationcounterfactual	CodeCode Available	1
Ensemble Learning Based Classification Algorithm Recommendation	Jan 15, 2021	ClassificationEnsemble Learning	—Unverified	0
Walk in Wild: An Ensemble Approach for Hostility Detection in Hindi Posts	Jan 15, 2021	Binary ClassificationClassification	—Unverified	0
Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification	Jan 14, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Materials Fingerprinting Classification	Jan 14, 2021	ClassificationGeneral Classification	CodeCode Available	0
A Deep Learning Based Ternary Task Classification System Using Gramian Angular Summation Field in fNIRS Neuroimaging Data	Jan 14, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Label Contrastive Coding based Graph Neural Network for Graph Classification	Jan 14, 2021	ClassificationContrastive Learning	CodeCode Available	1
A Ternary Bi-Directional LSTM Classification for Brain Activation Pattern Recognition Using fNIRS	Jan 14, 2021	BIG-bench Machine LearningClassification	—Unverified	0
OrigamiSet1.0: Two New Datasets for Origami Classification and Difficulty Estimation	Jan 14, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
WER-BERT: Automatic WER Estimation with BERT in a Balanced Ordinal Classification Paradigm	Jan 14, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
geoGAT: Graph Model Based on Attention Mechanism for Geographic Text Classification	Jan 13, 2021	ClassificationGeneral Classification	—Unverified	0
Anomaly Detection Support Using Process Classification	Jan 13, 2021	Anomaly DetectionClassification	—Unverified	0
Big Self-Supervised Models Advance Medical Image Classification	Jan 13, 2021	ClassificationContrastive Learning	CodeCode Available	1
Experimental Evaluation of Deep Learning models for Marathi Text Classification	Jan 13, 2021	ClassificationDeep Learning	—Unverified	0
VoxelHop: Successive Subspace Learning for ALS Disease Classification Using Structural MRI	Jan 13, 2021	ClassificationDimensionality Reduction	—Unverified	0
Learning Efficient Representations for Keyword Spotting with Triplet Loss	Jan 12, 2021	ClassificationKeyword Spotting	CodeCode Available	1
3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification	Jan 12, 2021	ClassificationGeneral Classification	CodeCode Available	0
Data augmentation and feature selection for automatic model recommendation in computational physics	Jan 12, 2021	ClassificationData Augmentation	—Unverified	0
A character representation enhanced on-device Intent Classification	Jan 12, 2021	ClassificationGeneral Classification	—Unverified	0
Improving Classification Accuracy with Graph Filtering	Jan 12, 2021	ClassificationGeneral Classification	—Unverified	0
Analysis of skin lesion images with deep learning	Jan 11, 2021	ClassificationData Augmentation	CodeCode Available	1
Resolution-Based Distillation for Efficient Histology Image Classification	Jan 11, 2021	ClassificationComputational Efficiency	—Unverified	0
The Semantic Adjacency Criterion in Time Intervals Mining	Jan 11, 2021	ClassificationGeneral Classification	—Unverified	0
Optimisation of Spectral Wavelets for Persistence-based Graph Classification	Jan 10, 2021	ClassificationGeneral Classification	—Unverified	0
Combining Neural Network Models for Blood Cell Classification	Jan 10, 2021	ClassificationGeneral Classification	CodeCode Available	1
Detecting Hostile Posts using Relational Graph Convolutional Network	Jan 10, 2021	ClassificationGeneral Classification	—Unverified	0
Combating Hostility: Covid-19 Fake News and Hostile Post Detection in Social Media	Jan 9, 2021	Binary ClassificationClassification	CodeCode Available	0
Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning	Jan 9, 2021	Anomaly ClassificationClassification	—Unverified	0
Task Adaptive Pretraining of Transformers for Hostility Detection	Jan 9, 2021	Binary ClassificationClassification	—Unverified	0
SARS-Cov-2 RNA Sequence Classification Based on Territory Information	Jan 9, 2021	ClassificationGeneral Classification	—Unverified	0
Machine learning classification of non-Markovian noise disturbing quantum dynamics	Jan 8, 2021	BenchmarkingBIG-bench Machine Learning	CodeCode Available	0
Quantum Tensor Network in Machine Learning: An Application to Tiny Object Classification	Jan 8, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
One-Class Classification: A Survey	Jan 8, 2021	ClassificationGeneral Classification	—Unverified	0
GraphHop: An Enhanced Label Propagation Method for Node Classification	Jan 7, 2021	ClassificationGeneral Classification	CodeCode Available	1
Distribution-Free, Risk-Controlling Prediction Sets	Jan 7, 2021	BIG-bench Machine LearningClassification	CodeCode Available	2
Comparing Classification Models on Kepler Data	Jan 6, 2021	ClassificationGeneral Classification	—Unverified	0
Explainable Systematic Analysis for Synthetic Aperture Sonar Imagery	Jan 6, 2021	ClassificationGeneral Classification	—Unverified	0
On-Device Document Classification using multimodal features	Jan 6, 2021	ClassificationDocument Classification	—Unverified	0
The Shapley Value of Classifiers in Ensemble Games	Jan 6, 2021	ClassificationEnsemble Pruning	CodeCode Available	1
To do or not to do: cost-sensitive causal decision-making	Jan 5, 2021	ClassificationDecision Making	—Unverified	0
A unifying approach on bias and variance analysis for classification	Jan 5, 2021	ClassificationGeneral Classification	—Unverified	0
PointCutMix: Regularization Strategy for Point Cloud Classification	Jan 5, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	1
Explainable Neural Network-based Modulation Classification via Concept Bottleneck Models	Jan 4, 2021	ClassificationGeneral Classification	—Unverified	0
A Novel Bio-Inspired Hybrid Multi-Filter Wrapper Gene Selection Method with Ensemble Classifier for Microarray Data	Jan 4, 2021	ClassificationGeneral Classification	—Unverified	0
Towards Network Traffic Monitoring Using Deep Transfer Learning	Jan 4, 2021	ClassificationGeneral Classification	—Unverified	0
In-Ear SpO2 for Classification of Cognitive Workload	Jan 3, 2021	Brain Computer InterfaceClassification	—Unverified	0

Show:10 25 50

← PrevPage 128 of 257Next →

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