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 4051–4100 of 12815 papers

Title	Date	Tasks	Status	Hype
Czech Dataset for Cross-lingual Subjectivity Classification	Apr 29, 2022	ClassificationSubjectivity Analysis	CodeCode Available	0
Equine radiograph classification using deep convolutional neural networks	Apr 29, 2022	Classification	—Unverified	0
Learning Localization-aware Target Confidence for Siamese Visual Tracking	Apr 29, 2022	Classificationregression	—Unverified	0
CLIP-Art: Contrastive Pre-training for Fine-Grained Art Classification	Apr 29, 2022	AttributeClassification	CodeCode Available	2
Unlocking High-Accuracy Differentially Private Image Classification through Scale	Apr 28, 2022	Classificationimage-classification	CodeCode Available	1
Automatic Machine Learning for Multi-Receiver CNN Technology Classifiers	Apr 28, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Automatic Detection and Classification of Symbols in Engineering Drawings	Apr 28, 2022	ClassificationPosition	—Unverified	0
COSTI: a New Classifier for Sequences of Temporal Intervals	Apr 28, 2022	ClassificationTime Series	CodeCode Available	0
What do You Mean by Relation Extraction? A Survey on Datasets and Study on Scientific Relation Classification	Apr 28, 2022	ClassificationRelation	—Unverified	0
HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification	Apr 28, 2022	ClassificationLanguage Modeling	CodeCode Available	1
Fuzzy Cognitive Maps and Hidden Markov Models: Comparative Analysis of Efficiency within the Confines of the Time Series Classification Task	Apr 28, 2022	ClassificationTime Series	—Unverified	0
The Multimarginal Optimal Transport Formulation of Adversarial Multiclass Classification	Apr 27, 2022	Binary ClassificationClassification	CodeCode Available	0
Distant finetuning with discourse relations for stance classification	Apr 27, 2022	ClassificationStance Classification	—Unverified	0
A Comparative Study on Approaches to Acoustic Scene Classification using CNNs	Apr 26, 2022	Acoustic Scene ClassificationClassification	—Unverified	0
Meta-free few-shot learning via representation learning with weight averaging	Apr 26, 2022	ClassificationFew-Shot Learning	—Unverified	0
Quantum-classical convolutional neural networks in radiological image classification	Apr 26, 2022	BIG-bench Machine LearningClassification	—Unverified	0
A Robust Contrastive Alignment Method For Multi-Domain Text Classification	Apr 26, 2022	ClassificationContrastive Learning	—Unverified	0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings	Apr 25, 2022	Activity RecognitionClassification	—Unverified	0
Headline Diagnosis: Manipulation of Content Farm Headlines	Apr 25, 2022	Classification	—Unverified	0
Discovering Gateway Ports in Maritime Using Temporal Graph Neural Network Port Classification	Apr 25, 2022	ClassificationGraph Neural Network	—Unverified	0
Speech Detection For Child-Clinician Conversations In Danish For Low-Resource In-The-Wild Conditions: A Case Study	Apr 25, 2022	Classification	—Unverified	0
End-to-End Audio Strikes Back: Boosting Augmentations Towards An Efficient Audio Classification Network	Apr 25, 2022	Audio ClassificationClassification	CodeCode Available	1
Trusted Multi-View Classification with Dynamic Evidential Fusion	Apr 25, 2022	ClassificationMULTI-VIEW LEARNING	CodeCode Available	2
OCFormer: One-Class Transformer Network for Image Classification	Apr 25, 2022	Classificationimage-classification	—Unverified	0
Predicting Sleeping Quality using Convolutional Neural Networks	Apr 24, 2022	Classificationregression	—Unverified	0
Diffusion Kernel Attention Network for Brain Disorder Classification	Apr 23, 2022	Classification	CodeCode Available	1
Transformation Invariant Cancerous Tissue Classification Using Spatially Transformed DenseNet	Apr 23, 2022	Classification	—Unverified	0
On the semantics of big Earth observation data for land classification	Apr 23, 2022	ClassificationEarth Observation	—Unverified	0
A Closer Look at Personalization in Federated Image Classification	Apr 22, 2022	ClassificationEdge-computing	—Unverified	0
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition	Apr 22, 2022	Action RecognitionClassification	CodeCode Available	0
Neural Contrastive Clustering: Fully Unsupervised Bias Reduction for Sentiment Classification	Apr 22, 2022	ClassificationClustering	—Unverified	0
Enhancing Core Image Classification Using Generative Adversarial Networks (GANs)	Apr 21, 2022	Classificationimage-classification	—Unverified	0
AU-NN: ANFIS Unit Neural Network	Apr 21, 2022	ClassificationIncremental Learning	CodeCode Available	0
SoftEdge: Regularizing Graph Classification with Random Soft Edges	Apr 21, 2022	ClassificationData Augmentation	—Unverified	0
ICDBigBird: A Contextual Embedding Model for ICD Code Classification	Apr 21, 2022	ClassificationCode Classification	—Unverified	0
Multiple EffNet/ResNet Architectures for Melanoma Classification	Apr 21, 2022	Classificationimage-classification	—Unverified	0
Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization	Apr 21, 2022	Bilevel OptimizationBinary Classification	—Unverified	0
Domain Invariant Model with Graph Convolutional Network for Mammogram Classification	Apr 21, 2022	Classification	—Unverified	0
GAF-NAU: Gramian Angular Field encoded Neighborhood Attention U-Net for Pixel-Wise Hyperspectral Image Classification	Apr 21, 2022	ClassificationHyperspectral Image Classification	—Unverified	0
Multiscale Analysis for Improving Texture Classification	Apr 21, 2022	ClassificationTexture Classification	—Unverified	0
Neurochaos Feature Transformation and Classification for Imbalanced Learning	Apr 20, 2022	ClassificationDecision Making	CodeCode Available	0
A 3-stage Spectral-spatial Method for Hyperspectral Image Classification	Apr 20, 2022	ClassificationHyperspectral Image Classification	—Unverified	0
Cross-stitched Multi-modal Encoders	Apr 20, 2022	ClassificationGPU	—Unverified	0
Graph neural networks and attention-based CNN-LSTM for protein classification	Apr 20, 2022	ClassificationGraph Attention	CodeCode Available	1
Towards Arabic Sentence Simplification via Classification and Generative Approaches	Apr 20, 2022	ClassificationLexical Simplification	CodeCode Available	0
Self-supervised Learning for Sonar Image Classification	Apr 20, 2022	ClassificationDenoising	CodeCode Available	1
Detecting Text Formality: A Study of Text Classification Approaches	Apr 19, 2022	ClassificationRetrieval	CodeCode Available	0
Radio Galaxy Zoo: Using semi-supervised learning to leverage large unlabelled data-sets for radio galaxy classification under data-set shift	Apr 19, 2022	BenchmarkingClassification	CodeCode Available	0
Spatially-Preserving Flattening for Location-Aware Classification of Findings in Chest X-Rays	Apr 19, 2022	Anomaly ClassificationClassification	—Unverified	0
Imbalanced Classification via a Tabular Translation GAN	Apr 19, 2022	Binary ClassificationClassification	—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