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

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Showing 5301–5350 of 12815 papers

Title	Date	Tasks	Status	Hype
Hand Hygiene Video Classification Based on Deep Learning	Aug 18, 2021	ClassificationDeep Learning	—Unverified	0
Classification and reconstruction of spatially overlapping phase images using diffractive optical networks	Aug 18, 2021	Classificationimage-classification	—Unverified	0
STAR: Noisy Semi-Supervised Transfer Learning for Visual Classification	Aug 18, 2021	Adversarial RobustnessClassification	—Unverified	0
Structured Outdoor Architecture Reconstruction by Exploration and Classification	Aug 18, 2021	Classification	CodeCode Available	1
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification	Aug 17, 2021	ClassificationFew-Shot Text Classification	—Unverified	0
Exploring Classification Equilibrium in Long-Tailed Object Detection	Aug 17, 2021	Classificationimbalanced classification	CodeCode Available	1
Identifying Biased Subgroups in Ranking and Classification	Aug 17, 2021	Classification	—Unverified	0
Classification of Common Waveforms Including a Watchdog for Unknown Signals	Aug 16, 2021	Classification	—Unverified	0
Weakly Supervised Classification Using Group-Level Labels	Aug 16, 2021	Binary ClassificationClassification	—Unverified	0
Towards Efficient and Data Agnostic Image Classification Training Pipeline for Embedded Systems	Aug 16, 2021	ClassificationCPU	—Unverified	0
Data Augmentation and CNN Classification For Automatic COVID-19 Diagnosis From CT-Scan Images On Small Dataset	Aug 16, 2021	ClassificationCOVID-19 Diagnosis	—Unverified	0
Deep Active Learning for Text Classification with Diverse Interpretations	Aug 15, 2021	Active LearningClassification	—Unverified	0
Improving the trustworthiness of image classification models by utilizing bounding-box annotations	Aug 15, 2021	BIG-bench Machine LearningClassification	CodeCode Available	0
Online Continual Learning For Visual Food Classification	Aug 15, 2021	ClassificationContinual Learning	—Unverified	0
Towards Visual Explainable Active Learning for Zero-Shot Classification	Aug 15, 2021	Active LearningAttribute	—Unverified	0
Focusing on Persons: Colorizing Old Images Learning from Modern Historical Movies	Aug 14, 2021	ClassificationColorization	CodeCode Available	1
Generative Zero-Shot Learning for Semantic Segmentation of 3D Point Clouds	Aug 13, 2021	ClassificationGeneralized Zero-Shot Learning	CodeCode Available	1
Pruning vs XNOR-Net: A Comprehensive Study of Deep Learning for Audio Classification on Edge-devices	Aug 13, 2021	Audio ClassificationClassification	CodeCode Available	0
Reinforcement Learning Approach to Active Learning for Image Classification	Aug 12, 2021	Active LearningBIG-bench Machine Learning	—Unverified	0
Overview of the HASOC track at FIRE 2020: Hate Speech and Offensive Content Identification in Indo-European Languages	Aug 12, 2021	Binary ClassificationClassification	—Unverified	0
Room Classification on Floor Plan Graphs using Graph Neural Networks	Aug 12, 2021	Classification	CodeCode Available	1
Analyzing hierarchical multi-view MRI data with StaPLR: An application to Alzheimer's disease classification	Aug 12, 2021	Classificationregression	—Unverified	0
Approximation and generalization properties of the random projection classification method	Aug 11, 2021	Classification	—Unverified	0
Local Correlation Clustering with Asymmetric Classification Errors	Aug 11, 2021	ClassificationClustering	—Unverified	0
Correlation Clustering with Asymmetric Classification Errors	Aug 11, 2021	ClassificationClustering	—Unverified	0
Deep Learning Classification of Lake Zooplankton	Aug 11, 2021	ClassificationDeep Learning	CodeCode Available	0
Mining the Benefits of Two-stage and One-stage HOI Detection	Aug 11, 2021	ClassificationHuman-Object Interaction Detection	CodeCode Available	1
ConvNets vs. Transformers: Whose Visual Representations are More Transferable?	Aug 11, 2021	ClassificationDepth Estimation	—Unverified	0
Hand Pose Classification Based on Neural Networks	Aug 10, 2021	ClassificationTransfer Learning	—Unverified	0
ABC-FL: Anomalous and Benign client Classification in Federated Learning	Aug 10, 2021	ClassificationData Poisoning	—Unverified	0
An empirical investigation into audio pipeline approaches for classifying bird species	Aug 10, 2021	Audio ClassificationClassification	—Unverified	0
Label-informed Graph Structure Learning for Node Classification	Aug 10, 2021	ClassificationGraph structure learning	—Unverified	0
White blood cell subtype detection and classification	Aug 10, 2021	ClassificationMedical Diagnosis	—Unverified	0
The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data	Aug 10, 2021	ClassificationContrastive Learning	—Unverified	0
Semi-supervised classification of radiology images with NoTeacher: A Teacher that is not Mean	Aug 10, 2021	Classificationimage-classification	—Unverified	0
Towards artificially intelligent recycling Improving image processing for waste classification	Aug 9, 2021	ClassificationData Augmentation	—Unverified	0
Disentangling Hate in Online Memes	Aug 9, 2021	ClassificationHateful Meme Classification	—Unverified	0
Classification of Influenza Hemagglutinin Protein Sequences using Convolutional Neural Networks	Aug 9, 2021	Classification	CodeCode Available	0
Natural Numerical Networks for Natura 2000 habitats classification by satellite images	Aug 9, 2021	ClassificationGraph Classification	—Unverified	0
Transductive Few-Shot Classification on the Oblique Manifold	Aug 9, 2021	ClassificationFew-Shot Learning	CodeCode Available	0
Noisy Channel Language Model Prompting for Few-Shot Text Classification	Aug 9, 2021	AttributeClassification	CodeCode Available	1
Classification and Visualization of Genotype x Phenotype Interactions in Biomass Sorghum	Aug 9, 2021	Classification	—Unverified	0
Classification Auto-Encoder based Detector against Diverse Data Poisoning Attacks	Aug 9, 2021	BIG-bench Machine LearningClassification	CodeCode Available	0
WideCaps: A Wide Attention based Capsule Network for Image Classification	Aug 8, 2021	Classificationimage-classification	—Unverified	0
Triplet Contrastive Learning for Brain Tumor Classification	Aug 8, 2021	Brain Tumor ClassificationClassification	—Unverified	0
Vision Transformer for femur fracture classification	Aug 7, 2021	ClassificationDiagnostic	—Unverified	0
SMOTified-GAN for class imbalanced pattern classification problems	Aug 6, 2021	ClassificationGenerative Adversarial Network	CodeCode Available	1
Path classification by stochastic linear recurrent neural networks	Aug 6, 2021	ClassificationLearning Theory	—Unverified	0
Contrastive Learning for View Classification of Echocardiograms	Aug 6, 2021	ClassificationContrastive Learning	—Unverified	0
Knowledge Distillation from BERT Transformer to Speech Transformer for Intent Classification	Aug 5, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1

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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