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 4401–4450 of 12815 papers

Title	Date	Tasks	Status	Hype
Using Social Media Images for Building Function Classification	Feb 15, 2022	Classification	—Unverified	0
Research on Dual Channel News Headline Classification Based on ERNIE Pre-training Model	Feb 14, 2022	Classification	—Unverified	0
Incremental user embedding modeling for personalized text classification	Feb 13, 2022	ClassificationManagement	—Unverified	0
ET-BERT: A Contextualized Datagram Representation with Pre-training Transformers for Encrypted Traffic Classification	Feb 13, 2022	ClassificationManagement	CodeCode Available	2
Fuzzy Pooling	Feb 12, 2022	ClassificationDimensionality Reduction	—Unverified	0
Indication as Prior Knowledge for Multimodal Disease Classification in Chest Radiographs with Transformers	Feb 12, 2022	Classificationimage-classification	CodeCode Available	1
Embedding Pose Information for Multiview Vehicle Model Recognition	Feb 11, 2022	Classificationmodel	CodeCode Available	0
Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound	Feb 11, 2022	Classificationregression	—Unverified	0
Evaluation of post-hoc interpretability methods in time-series classification	Feb 11, 2022	ClassificationTime Series	CodeCode Available	1
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification	Feb 11, 2022	ClassificationContrastive Learning	—Unverified	0
Multi-relation Message Passing for Multi-label Text Classification	Feb 10, 2022	Classificationimage-classification	CodeCode Available	0
Closure operators: Complexity and applications to classification and decision-making	Feb 10, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Monotone Learning	Feb 10, 2022	Binary ClassificationClassification	—Unverified	0
Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling	Feb 10, 2022	ClassificationSemantic Segmentation	CodeCode Available	0
SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology Images	Feb 9, 2022	ClassificationMulti-tissue Nucleus Segmentation	CodeCode Available	1
Neural Architecture Search for Energy Efficient Always-on Audio Models	Feb 9, 2022	Audio ClassificationClassification	—Unverified	0
TinyM^2Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices	Feb 9, 2022	Classificationobject-detection	—Unverified	0
Generalized Strategic Classification and the Case of Aligned Incentives	Feb 9, 2022	Classification	CodeCode Available	0
Spectral Propagation Graph Network for Few-shot Time Series Classification	Feb 8, 2022	ClassificationTime Series	—Unverified	0
Radar-based Materials Classification Using Deep Wavelet Scattering Transform: A Comparison of Centimeter vs. Millimeter Wave Units	Feb 8, 2022	ClassificationMaterial Classification	—Unverified	0
Efficacy of Transformer Networks for Classification of Raw EEG Data	Feb 8, 2022	Age ClassificationAge Estimation	—Unverified	0
Counterfactual Multi-Token Fairness in Text Classification	Feb 8, 2022	AttributeClassification	—Unverified	0
A Novel Plug-in Module for Fine-Grained Visual Classification	Feb 8, 2022	ClassificationFine-Grained Image Classification	CodeCode Available	2
Verification-Aided Deep Ensemble Selection	Feb 8, 2022	Classification	—Unverified	0
Feature Selection With Maximal Relevance and Minimal Supervised Redundancy	Feb 7, 2022	Classificationfeature selection	CodeCode Available	0
Moving Other Way: Exploring Word Mover Distance Extensions	Feb 7, 2022	ClassificationDocument Classification	—Unverified	0
A Variational Edge Partition Model for Supervised Graph Representation Learning	Feb 7, 2022	ClassificationGraph Representation Learning	CodeCode Available	0
Benchmarking and Analyzing Point Cloud Classification under Corruptions	Feb 7, 2022	BenchmarkingClassification	CodeCode Available	1
Theoretical characterization of uncertainty in high-dimensional linear classification	Feb 7, 2022	ClassificationVocal Bursts Intensity Prediction	CodeCode Available	0
Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification	Feb 5, 2022	ClassificationEEG	CodeCode Available	1
Improving Probabilistic Models in Text Classification via Active Learning	Feb 5, 2022	Active LearningArticles	—Unverified	0
Decision boundaries and convex hulls in the feature space that deep learning functions learn from images	Feb 5, 2022	Classificationimage-classification	—Unverified	0
Classification on Sentence Embeddings for Legal Assistance	Feb 5, 2022	ClassificationInformation Retrieval	—Unverified	0
An Olfactory EEG Signal Classification Network Based on Frequency Band Feature Extraction	Feb 5, 2022	ClassificationEEG	—Unverified	0
Memory Defense: More Robust Classification via a Memory-Masking Autoencoder	Feb 5, 2022	ClassificationDecoder	CodeCode Available	0
LST: Lexicon-Guided Self-Training for Few-Shot Text Classification	Feb 5, 2022	ClassificationFew-Shot Text Classification	—Unverified	0
Differentially Private Graph Classification with GNNs	Feb 5, 2022	BIG-bench Machine LearningClassification	CodeCode Available	1
Graph Neural Network with Curriculum Learning for Imbalanced Node Classification	Feb 5, 2022	ClassificationGraph Classification	—Unverified	0
Fully Automated Tree Topology Estimation and Artery-Vein Classification	Feb 4, 2022	AnatomyClassification	—Unverified	0
Active metric learning and classification using similarity queries	Feb 4, 2022	Active LearningClassification	—Unverified	0
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning	Feb 4, 2022	Binary ClassificationClassification	CodeCode Available	0
Iterative Self Knowledge Distillation -- From Pothole Classification to Fine-Grained and COVID Recognition	Feb 4, 2022	ClassificationKnowledge Distillation	—Unverified	0
Introducing Block-Toeplitz Covariance Matrices to Remaster Linear Discriminant Analysis for Event-related Potential Brain-computer Interfaces	Feb 4, 2022	Binary ClassificationClassification	CodeCode Available	0
A Comparison of Representation Learning Methods for Dimensionality Reduction of fMRI Scans for Classification of ADHD	Feb 4, 2022	ClassificationDimensionality Reduction	—Unverified	0
Distribution Embedding Networks for Generalization from a Diverse Set of Classification Tasks	Feb 4, 2022	Binary ClassificationClassification	—Unverified	0
Multiclass learning with margin: exponential rates with no bias-variance trade-off	Feb 3, 2022	Classification	—Unverified	0
Spectro Temporal EEG Biomarkers For Binary Emotion Classification	Feb 2, 2022	ClassificationEEG	—Unverified	0
Topological Classification in a Wasserstein Distance Based Vector Space	Feb 2, 2022	Classification	—Unverified	0
Using Ballistocardiography for Sleep Stage Classification	Feb 2, 2022	ClassificationHeart Rate Variability	—Unverified	0
Image Forgery Detection with Interpretability	Feb 2, 2022	ClassificationImage Forgery Detection	—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