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 3401–3450 of 12815 papers

Title	Date	Tasks	Status	Hype
HiFuse: Hierarchical Multi-Scale Feature Fusion Network for Medical Image Classification	Sep 21, 2022	Classificationimage-classification	CodeCode Available	2
SMTCE: A Social Media Text Classification Evaluation Benchmark and BERTology Models for Vietnamese	Sep 21, 2022	Classificationtext-classification	—Unverified	0
Towards Auditing Unsupervised Learning Algorithms and Human Processes For Fairness	Sep 20, 2022	ClassificationClustering	—Unverified	0
A Tent Lévy Flying Sparrow Search Algorithm for Feature Selection: A COVID-19 Case Study	Sep 20, 2022	Classificationfeature selection	—Unverified	0
Simultaneous segmentation and classification of the retinal arteries and veins from color fundus images	Sep 20, 2022	ClassificationSegmentation	—Unverified	0
A Max-relevance-min-divergence Criterion for Data Discretization with Applications on Naive Bayes	Sep 20, 2022	AttributeClassification	—Unverified	0
Twitter Topic Classification	Sep 20, 2022	ClassificationTopic Classification	—Unverified	0
Fine-grained Classification of Solder Joints with α-skew Jensen-Shannon Divergence	Sep 20, 2022	ClassificationFine-Grained Image Classification	—Unverified	0
Learning Acceptance Regions for Many Classes with Anomaly Detection	Sep 20, 2022	Anomaly DetectionClassification	—Unverified	0
A novel approach for wafer defect pattern classification based on topological data analysis	Sep 19, 2022	ClassificationManagement	—Unverified	0
VisTaNet: Attention Guided Deep Fusion for Surface Roughness Classification	Sep 18, 2022	Classification	—Unverified	0
Imbalanced Node Processing Method in Graph Neural Network Classification Task	Sep 18, 2022	ClassificationGraph Neural Network	—Unverified	0
Comparative study of machine learning and deep learning methods on ASD classification	Sep 18, 2022	Classification	—Unverified	0
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features	Sep 18, 2022	Age-Invariant Face RecognitionClassification	—Unverified	0
Few-Shot Classification with Contrastive Learning	Sep 17, 2022	ClassificationContrastive Learning	—Unverified	0
A study on the deviations in performance of FNNs and CNNs in the realm of grayscale adversarial images	Sep 17, 2022	Classification	—Unverified	0
AdaCC: Cumulative Cost-Sensitive Boosting for Imbalanced Classification	Sep 17, 2022	Classificationimbalanced classification	CodeCode Available	0
Hierarchical Interdisciplinary Topic Detection Model for Research Proposal Classification	Sep 16, 2022	Classification	—Unverified	0
Deep tensor networks with matrix product operators	Sep 16, 2022	Classificationimage-classification	—Unverified	0
Deep Labeling of fMRI Brain Networks Using Cloud Based Processing	Sep 16, 2022	ClassificationMedical Diagnosis	—Unverified	0
VINet: Visual and Inertial-based Terrain Classification and Adaptive Navigation over Unknown Terrain	Sep 16, 2022	ClassificationScheduling	—Unverified	0
A Mosquito is Worth 16x16 Larvae: Evaluation of Deep Learning Architectures for Mosquito Larvae Classification	Sep 16, 2022	Classificationimage-classification	CodeCode Available	0
A Systematic Evaluation of Node Embedding Robustness	Sep 16, 2022	ClassificationNode Classification	CodeCode Available	0
Traffic Congestion Prediction using Deep Convolutional Neural Networks: A Color-coding Approach	Sep 16, 2022	Classificationvehicle detection	—Unverified	0
How to solve a classification problem using a cooperative tiling Multi-Agent System?	Sep 15, 2022	Classification	—Unverified	0
Hub-aware Random Walk Graph Embedding Methods for Classification	Sep 15, 2022	ClassificationGraph Embedding	—Unverified	0
Open Set Recognition For Music Genre Classification	Sep 15, 2022	ClassificationGenre classification	—Unverified	0
Out-of-Distribution Representation Learning for Time Series Classification	Sep 15, 2022	Activity RecognitionClassification	—Unverified	0
A semantic hierarchical graph neural network for text classification	Sep 15, 2022	ClassificationGraph Neural Network	—Unverified	0
Linear Transformations for Cross-lingual Sentiment Analysis	Sep 15, 2022	ClassificationSentiment Analysis	CodeCode Available	0
Environment Classification via Blind Roomprints Estimation	Sep 15, 2022	Classification	—Unverified	0
An ensemble Multi-Agent System for non-linear classification	Sep 14, 2022	Classification	—Unverified	0
DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentation	Sep 14, 2022	ClassificationData Augmentation	—Unverified	0
Robust Product Classification with Instance-Dependent Noise	Sep 14, 2022	ClassificationDenoising	—Unverified	0
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification	Sep 14, 2022	Binary ClassificationClassification	CodeCode Available	1
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification	Sep 14, 2022	AttributeClassification	—Unverified	0
SFS-A68: a dataset for the segmentation of space functions in apartment buildings	Sep 13, 2022	ClassificationImage Segmentation	CodeCode Available	0
Non-Parametric Temporal Adaptation for Social Media Topic Classification	Sep 13, 2022	ClassificationRetrieval	—Unverified	0
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning	Sep 13, 2022	ClassificationRepresentation Learning	—Unverified	0
A Capsule Network for Hierarchical Multi-Label Image Classification	Sep 13, 2022	ClassificationHierarchical Multi-label Classification	—Unverified	0
An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning	Sep 12, 2022	ClassificationTime Series	—Unverified	0
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification	Sep 12, 2022	ClassificationData Augmentation	CodeCode Available	1
A new hazard event classification model via deep learning and multifractal	Sep 12, 2022	ClassificationDeep Learning	—Unverified	0
Analysis and Comparison of Classification Metrics	Sep 12, 2022	Classification	CodeCode Available	1
Problem Classification for Tailored Helpdesk Auto-Replies	Sep 11, 2022	Classification	—Unverified	0
Stability of Syntactic Dialect Classification Over Space and Time	Sep 11, 2022	Classificationtext-classification	—Unverified	0
Efficient Approximate Kernel Based Spike Sequence Classification	Sep 11, 2022	ClassificationClustering	—Unverified	0
OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning	Sep 11, 2022	BenchmarkingClassification	—Unverified	0
Variational Autoencoder Kernel Interpretation and Selection for Classification	Sep 10, 2022	Classificationfeature selection	—Unverified	0
Yes, DLGM! A novel hierarchical model for hazard classification	Sep 10, 2022	ClassificationTime Series	—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