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 7401–7450 of 12815 papers

Title	Date	Tasks	Status	Hype
Classification-Based Self-Learning for Weakly Supervised Bilingual Lexicon Induction	Jul 1, 2020	Bilingual Lexicon InductionClassification	—Unverified	0
Aspect Sentiment Classification with Document-level Sentiment Preference Modeling	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Contextualized Weak Supervision for Text Classification	Jul 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Hierarchy-Aware Global Model for Hierarchical Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling	Jul 1, 2020	Binary ClassificationClassification	—Unverified	0
Hyperbolic Capsule Networks for Multi-Label Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Feature Projection for Improved Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Understanding Attention for Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Text Classification with Negative Supervision	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Tchebycheff Procedure for Multi-task Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Zero-shot Text Classification via Reinforced Self-training	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Unsupervised Paraphasia Classification in Aphasic Speech	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Towards Emotion-aided Multi-modal Dialogue Act Classification	Jul 1, 2020	ClassificationDialogue Act Classification	—Unverified	0
Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification	Jul 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Primary Tumor Origin Classification of Lung Nodules in Spectral CT using Transfer Learning	Jun 30, 2020	ClassificationComputed Tomography (CT)	CodeCode Available	1
A Simple Domain Shifting Networkfor Generating Low Quality Images	Jun 30, 2020	ClassificationDomain Adaptation	CodeCode Available	0
Classification Confidence Estimation with Test-Time Data-Augmentation	Jun 30, 2020	ClassificationData Augmentation	—Unverified	0
Hashing-Based Undersampling Ensemble for Imbalanced Pattern Classification Problems	Jun 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
Classification of cancer pathology reports: a large-scale comparative study	Jun 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
Sharp Statistical Guarantees for Adversarially Robust Gaussian Classification	Jun 29, 2020	Adversarial RobustnessClassification	—Unverified	0
Probabilistic Classification Vector Machine for Multi-Class Classification	Jun 29, 2020	ClassificationGeneral Classification	—Unverified	0
Active Ensemble Deep Learning for Polarimetric Synthetic Aperture Radar Image Classification	Jun 29, 2020	Active LearningClassification	—Unverified	0
Combine Convolution with Recurrent Networks for Text Classification	Jun 29, 2020	ClassificationGeneral Classification	—Unverified	0
Improving Few-Shot Learning using Composite Rotation based Auxiliary Task	Jun 29, 2020	ClassificationFew-Shot Learning	—Unverified	0
Multichannel CNN with Attention for Text Classification	Jun 29, 2020	ClassificationGeneral Classification	—Unverified	0
Conditional Classification: A Solution for Computational Energy Reduction	Jun 29, 2020	ClassificationClustering	—Unverified	0
Image Classification by Reinforcement Learning with Two-State Q-Learning	Jun 28, 2020	ClassificationGeneral Classification	CodeCode Available	1
Digit Image Recognition Using an Ensemble of One-Versus-All Deep Network Classifiers	Jun 28, 2020	AllBinary Classification	—Unverified	0
K-Nearest Neighbour and Support Vector Machine Hybrid Classification	Jun 28, 2020	ClassificationGeneral Classification	—Unverified	0
Fast Training of Deep Networks with One-Class CNNs	Jun 28, 2020	BenchmarkingClassification	—Unverified	0
Frequency learning for image classification	Jun 28, 2020	ClassificationGeneral Classification	—Unverified	0
Multi-element microscope optimization by a learned sensing network with composite physical layers	Jun 27, 2020	ClassificationGeneral Classification	—Unverified	0
An Evoked Potential-Guided Deep Learning Brain Representation For Visual Classification	Jun 27, 2020	ClassificationEEG	—Unverified	0
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification	Jun 27, 2020	ClassificationECG Classification	—Unverified	0
ReMarNet: Conjoint Relation and Margin Learning for Small-Sample Image Classification	Jun 27, 2020	ClassificationGeneral Classification	CodeCode Available	0
Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification	Jun 27, 2020	ClassificationGeneral Classification	CodeCode Available	0
Proper Network Interpretability Helps Adversarial Robustness in Classification	Jun 26, 2020	Adversarial RobustnessClassification	CodeCode Available	1
Covariance-engaged Classification of Sets via Linear Programming	Jun 26, 2020	ClassificationGeneral Classification	—Unverified	0
Deep Prototypical Networks with Hybrid Residual Attention for Hyperspectral Image Classification	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
High-Dimensional Quadratic Discriminant Analysis under Spiked Covariance Model	Jun 25, 2020	ClassificationGeneral Classification	—Unverified	0
Learning Data Augmentation with Online Bilevel Optimization for Image Classification	Jun 25, 2020	Bilevel OptimizationClassification	CodeCode Available	1
Background Knowledge Injection for Interpretable Sequence Classification	Jun 25, 2020	Activity RecognitionClassification	—Unverified	0
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification	Jun 25, 2020	ClassificationDiagnostic	—Unverified	0
Deep Residual 3D U-Net for Joint Segmentation and Texture Classification of Nodules in Lung	Jun 25, 2020	ClassificationGeneral Classification	—Unverified	0
Adaptive additive classification-based loss for deep metric learning	Jun 25, 2020	ClassificationGeneral Classification	—Unverified	0
SmallBigNet: Integrating Core and Contextual Views for Video Classification	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Parametric Instance Classification for Unsupervised Visual Feature Learning	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Scalable Data Classification for Security and Privacy	Jun 25, 2020	ClassificationGeneral Classification	—Unverified	0
The Max-Cut Decision Tree: Improving on the Accuracy and Running Time of Decision Trees	Jun 25, 2020	ClassificationCPU	—Unverified	0
Multilabel Classification by Hierarchical Partitioning and Data-dependent Grouping	Jun 24, 2020	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