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 6251–6300 of 12815 papers

Title	Date	Tasks	Status	Hype
MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification	Feb 7, 2021	ClassificationEEG	CodeCode Available	1
Classification based on Topological Data Analysis	Feb 7, 2021	ClassificationGeneral Classification	—Unverified	0
Bacteriophage classification for assembled contigs using Graph Convolutional Network	Feb 7, 2021	ClassificationDiversity	CodeCode Available	1
Assessing Fairness in Classification Parity of Machine Learning Models in Healthcare	Feb 7, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Deep Semi-Supervised Learning for Time Series Classification	Feb 6, 2021	ClassificationData Augmentation	CodeCode Available	1
Video-based Hierarchical Species Classification for Longline Fishing Monitoring	Feb 6, 2021	ClassificationGeneral Classification	—Unverified	0
Privacy-Preserving Video Classification with Convolutional Neural Networks	Feb 6, 2021	ClassificationEmotion Recognition	—Unverified	0
Multi-Task Self-Supervised Pre-Training for Music Classification	Feb 5, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose	Feb 5, 2021	ClassificationConformal Prediction	—Unverified	0
Achieving Explainability for Plant Disease Classification with Disentangled Variational Autoencoders	Feb 5, 2021	ClassificationDecision Making	—Unverified	0
Hyperspherical embedding for novel class classification	Feb 5, 2021	ClassificationFew-Shot Learning	—Unverified	0
Improving state estimation through projection post-processing for activity recognition with application to football	Feb 5, 2021	Activity RecognitionClassification	CodeCode Available	0
A Supervised Segmentation Network for Hyperspectral Image Classification	Feb 4, 2021	ClassificationDiversity	—Unverified	0
Deep reinforcement learning-based image classification achieves perfect testing set accuracy for MRI brain tumors with a training set of only 30 images	Feb 4, 2021	ClassificationDeep Reinforcement Learning	—Unverified	0
Mask Guided Attention For Fine-Grained Patchy Image Classification	Feb 4, 2021	ClassificationGeneral Classification	CodeCode Available	1
Instance-based learning using the Half-Space Proximal Graph	Feb 4, 2021	ClassificationGeneral Classification	—Unverified	0
Optimised one-class classification performance	Feb 4, 2021	ClassificationGeneral Classification	—Unverified	0
Unobserved classes and extra variables in high-dimensional discriminant analysis	Feb 3, 2021	ClassificationGeneral Classification	—Unverified	0
Trusted Multi-View Classification	Feb 3, 2021	ClassificationGeneral Classification	CodeCode Available	1
Uncertain Time Series Classification With Shapelet Transform	Feb 3, 2021	ClassificationGeneral Classification	CodeCode Available	1
Nearest Neighbor-based Importance Weighting	Feb 3, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Noise-robust classification with hypergraph neural network	Feb 3, 2021	ClassificationGeneral Classification	—Unverified	0
Time Series Classification via Topological Data Analysis	Feb 3, 2021	ClassificationGeneral Classification	—Unverified	0
General-Purpose Speech Representation Learning through a Self-Supervised Multi-Granularity Framework	Feb 3, 2021	ClassificationEmotion Classification	—Unverified	0
Deep CNNs for large scale species classification	Feb 3, 2021	ClassificationGeneral Classification	—Unverified	0
Detecting Bias in Transfer Learning Approaches for Text Classification	Feb 3, 2021	ClassificationGeneral Classification	—Unverified	0
Interpretable COVID-19 Chest X-Ray Classification via Orthogonality Constraint	Feb 2, 2021	ClassificationData Augmentation	—Unverified	0
Recurrent Neural Network for MoonBoard Climbing Route Classification and Generation	Feb 2, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Super-klust: Another Way of Piecewise Linear Classification	Feb 2, 2021	ClassificationClustering	CodeCode Available	0
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification	Feb 2, 2021	ClassificationData Augmentation	CodeCode Available	1
When Noise meets Chaos: Stochastic Resonance in Neurochaos Learning	Feb 2, 2021	ClassificationGeneral Classification	CodeCode Available	1
Graph Classification Based on Skeleton and Component Features	Feb 2, 2021	ClassificationGeneral Classification	—Unverified	0
Generative Adversarial Minority Oversampling for Spectral-Spatial Hyperspectral Image Classification	Feb 1, 2021	ClassificationGeneral Classification	CodeCode Available	1
Student sentiment Analysis Using Classification With Feature Extraction Techniques	Feb 1, 2021	ClassificationGeneral Classification	—Unverified	0
Learning to Combat Noisy Labels via Classification Margins	Feb 1, 2021	ClassificationGeneral Classification	—Unverified	0
Few-shot Image Classification with Multi-Facet Prototypes	Feb 1, 2021	ClassificationFew-Shot Image Classification	—Unverified	0
Dynamic Texture Recognition via Nuclear Distances on Kernelized Scattering Histogram Spaces	Feb 1, 2021	ClassificationDynamic Texture Recognition	CodeCode Available	0
A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators	Feb 1, 2021	Binary ClassificationClassification	—Unverified	0
Classifications based on response times for detecting early-stage Alzheimer's disease	Feb 1, 2021	ClassificationGeneral Classification	—Unverified	0
Binary Classification from Multiple Unlabeled Datasets via Surrogate Set Classification	Feb 1, 2021	Binary ClassificationClassification	CodeCode Available	0
Infant Cry Classification with Graph Convolutional Networks	Jan 31, 2021	ClassificationDiversity	—Unverified	0
Exponential Savings in Agnostic Active Learning through Abstention	Jan 31, 2021	Active LearningClassification	—Unverified	0
Classification Models for Partially Ordered Sequences	Jan 31, 2021	ClassificationGeneral Classification	—Unverified	0
Meta ordinal weighting net for improving lung nodule classification	Jan 31, 2021	ClassificationGeneral Classification	—Unverified	0
Mixup Regularized Adversarial Networks for Multi-Domain Text Classification	Jan 31, 2021	ClassificationGeneral Classification	—Unverified	0
Ultrasound Image Classification using ACGAN with Small Training Dataset	Jan 31, 2021	ClassificationData Augmentation	CodeCode Available	0
ShufText: A Simple Black Box Approach to Evaluate the Fragility of Text Classification Models	Jan 30, 2021	ClassificationGeneral Classification	—Unverified	0
Hellinger Distance Weighted Ensemble for Imbalanced Data Stream Classification	Jan 30, 2021	ClassificationGeneral Classification	—Unverified	0
Coupling innovation method and feasibility analysis of garbage classification	Jan 30, 2021	ClassificationGeneral Classification	—Unverified	0
Fine-tuning BERT-based models for Plant Health Bulletin Classification	Jan 29, 2021	ClassificationGeneral Classification	CodeCode Available	0

Show:10 25 50

← PrevPage 126 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