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 9951–10000 of 12815 papers

Title	Date	Tasks	Status	Hype
DFT-based Transformation Invariant Pooling Layer for Visual Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified	0
Deep Generative Models for Weakly-Supervised Multi-Label Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified	0
Compound Memory Networks for Few-shot Video Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified	0
DetNet: Design Backbone for Object Detection	Sep 1, 2018	ClassificationGeneral Classification	—Unverified	0
ISNN: Impact Sound Neural Network for Audio-Visual Object Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified	0
A Machine Learning Driven IoT Solution for Noise Classification in Smart Cities	Sep 1, 2018	BIG-bench Machine LearningClassification	—Unverified	0
Sleep Stage Classification: Scalability Evaluations of Distributed Approaches	Sep 1, 2018	ClassificationEEG	—Unverified	0
A Deep Neural Network Sentence Level Classification Method with Context Information	Aug 31, 2018	ClassificationGeneral Classification	—Unverified	0
Hierarchical CVAE for Fine-Grained Hate Speech Classification	Aug 31, 2018	Binary ClassificationClassification	—Unverified	0
A Unified Mammogram Analysis Method via Hybrid Deep Supervision	Aug 31, 2018	ClassificationGeneral Classification	CodeCode Available	0
Seeing Colors: Learning Semantic Text Encoding for Classification	Aug 31, 2018	ClassificationGeneral Classification	—Unverified	0
Speaker Fluency Level Classification Using Machine Learning Techniques	Aug 31, 2018	BIG-bench Machine LearningClassification	CodeCode Available	0
Nested multi-instance classification	Aug 30, 2018	ClassificationGeneral Classification	—Unverified	0
Iterative Recursive Attention Model for Interpretable Sequence Classification	Aug 30, 2018	ClassificationGeneral Classification	—Unverified	0
Application of Machine Learning in Rock Facies Classification with Physics-Motivated Feature Augmentation	Aug 29, 2018	BIG-bench Machine LearningClassification	CodeCode Available	0
Tensor Alignment Based Domain Adaptation for Hyperspectral Image Classification	Aug 29, 2018	ClassificationDomain Adaptation	—Unverified	0
Distance Based Source Domain Selection for Sentiment Classification	Aug 28, 2018	Classificationdomain classification	—Unverified	0
Motorcycle Classification in Urban Scenarios using Convolutional Neural Networks for Feature Extraction	Aug 28, 2018	ClassificationGeneral Classification	—Unverified	0
COFGA: Classification Of Fine-Grained Features In Aerial Images	Aug 27, 2018	ClassificationGeneral Classification	—Unverified	0
Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification	Aug 26, 2018	ClassificationGeneral Classification	CodeCode Available	0
Scientific Relation Extraction with Selectively Incorporated Concept Embeddings	Aug 26, 2018	ClassificationGeneral Classification	—Unverified	0
The Social Cost of Strategic Classification	Aug 25, 2018	ClassificationDecision Making	—Unverified	0
Deep-Learning Ensembles for Skin-Lesion Segmentation, Analysis, Classification: RECOD Titans at ISIC Challenge 2018	Aug 25, 2018	AttributeClassification	—Unverified	0
From Random to Supervised: A Novel Dropout Mechanism Integrated with Global Information	Aug 24, 2018	ClassificationGeneral Classification	CodeCode Available	0
Reinforcement Learning for Relation Classification from Noisy Data	Aug 24, 2018	Classificationreinforcement-learning	CodeCode Available	1
Deep Learning Based Vehicle Make-Model Classification	Aug 23, 2018	ClassificationDeep Learning	CodeCode Available	0
Maximal Jacobian-based Saliency Map Attack	Aug 23, 2018	Adversarial AttackClassification	—Unverified	0
Adversarial Attacks on Deep-Learning Based Radio Signal Classification	Aug 23, 2018	ClassificationDeep Learning	—Unverified	0
An Improvement of Data Classification Using Random Multimodel Deep Learning (RMDL)	Aug 23, 2018	BIG-bench Machine LearningClassification	CodeCode Available	0
Revisiting the Importance of Encoding Logic Rules in Sentiment Classification	Aug 23, 2018	ClassificationGeneral Classification	CodeCode Available	0
An Attention-Gated Convolutional Neural Network for Sentence Classification	Aug 22, 2018	ClassificationGeneral Classification	CodeCode Available	0
XAI Beyond Classification: Interpretable Neural Clustering	Aug 22, 2018	ClassificationClustering	—Unverified	0
Finding Good Representations of Emotions for Text Classification	Aug 22, 2018	Abusive LanguageClassification	—Unverified	0
Capsule Networks for Protein Structure Classification and Prediction	Aug 22, 2018	ClassificationGeneral Classification	—Unverified	0
Energy Efficient Event Localization and Classification for Nano IoT	Aug 21, 2018	Classification	—Unverified	0
Hyperspectral image classification using spectral-spatial LSTMs	Aug 20, 2018	ClassificationGeneral Classification	—Unverified	0
Reproducible evaluation of classification methods in Alzheimer's disease: framework and application to MRI and PET data	Aug 20, 2018	BenchmarkingClassification	—Unverified	0
VERAM: View-Enhanced Recurrent Attention Model for 3D Shape Classification	Aug 20, 2018	3D Shape ClassificationClassification	—Unverified	0
Deep Mask For X-ray Based Heart Disease Classification	Aug 19, 2018	ClassificationDiagnostic	—Unverified	0
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific Abstracts	Aug 19, 2018	BenchmarkingClassification	CodeCode Available	0
Feature selection for transient stability assessment based on kernelized fuzzy rough sets and memetic algorithm	Aug 18, 2018	AttributeClassification	—Unverified	0
Handwritten digit and letter recognition using hybrid dwt-dct with knn and svm classifier	Aug 18, 2018	ClassificationGeneral Classification	—Unverified	0
CellLineNet: End-to-End Learning and Transfer Learning For Multiclass Epithelial Breast cell Line Classification via a Convolutional Neural Network	Aug 18, 2018	ClassificationGeneral Classification	—Unverified	0
Benchmarking Automatic Machine Learning Frameworks	Aug 17, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3
Learning Supervised Topic Models for Classification and Regression from Crowds	Aug 17, 2018	ClassificationGeneral Classification	—Unverified	0
Unsupervised adversarial domain adaptation for acoustic scene classification	Aug 17, 2018	Acoustic Scene ClassificationClassification	CodeCode Available	0
Genre-Agnostic Key Classification With Convolutional Neural Networks	Aug 16, 2018	ClassificationGeneral Classification	—Unverified	0
Building medical image classifiers with very limited data using segmentation networks	Aug 15, 2018	ClassificationGeneral Classification	—Unverified	0
Ensemble of Convolutional Neural Networks for Dermoscopic Images Classification	Aug 15, 2018	ClassificationGeneral Classification	—Unverified	0
URSA: A Neural Network for Unordered Point Clouds Using Constellations	Aug 14, 2018	ClassificationGeneral Classification	CodeCode Available	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