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 6451–6500 of 12815 papers

Title	Date	Tasks	Status	Hype
Attention Based Joint Learning for Supervised Premature Ventricular Contraction Differentiation with Unsupervised Abnormal Beat Segmentation	Jan 1, 2021	ClassificationGeneral Classification	—Unverified	0
Dual-Tree Wavelet Packet CNNs for Image Classification	Jan 1, 2021	ClassificationGeneral Classification	—Unverified	0
Identifying the Sources of Uncertainty in Object Classification	Jan 1, 2021	ClassificationGeneral Classification	—Unverified	0
Integrated Generalized Zero-Shot Learning for Fine-Grained Classification	Dec 31, 2020	AttributeClassification	—Unverified	0
3D Human motion anticipation and classification	Dec 31, 2020	Action RecognitionActivity Recognition	—Unverified	0
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and Classification	Dec 31, 2020	ClassificationDimensionality Reduction	CodeCode Available	0
Similarity Classification of Public Transit Stations	Dec 30, 2020	ClassificationGeneral Classification	CodeCode Available	0
Unsupervised Label-aware Event Trigger and Argument Classification	Dec 30, 2020	ClassificationEvent Extraction	—Unverified	0
Cascaded Framework for Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI	Dec 29, 2020	ClassificationGeneral Classification	—Unverified	0
MGML: Multi-Granularity Multi-Level Feature Ensemble Network for Remote Sensing Scene Classification	Dec 29, 2020	ClassificationEnsemble Learning	—Unverified	0
Classification of Pathological and Normal Gait: A Survey	Dec 28, 2020	ClassificationGait Recognition	—Unverified	0
Adaptive Threshold for Online Object Recognition and Re-identification Tasks	Dec 28, 2020	ClassificationFace Recognition	CodeCode Available	1
3D Axial-Attention for Lung Nodule Classification	Dec 28, 2020	ClassificationGeneral Classification	—Unverified	0
LookHops: light multi-order convolution and pooling for graph classification	Dec 28, 2020	ClassificationGeneral Classification	—Unverified	0
Convolutional Neural Networks in Multi-Class Classification of Medical Data	Dec 28, 2020	ClassificationGeneral Classification	—Unverified	0
WHU-Hi: UAV-borne hyperspectral with high spatial resolution (H2) benchmark datasets for hyperspectral image classification	Dec 27, 2020	ClassificationGeneral Classification	—Unverified	0
Spatial Contrastive Learning for Few-Shot Classification	Dec 26, 2020	ClassificationContrastive Learning	CodeCode Available	1
Explainable Multi-class Classification of Medical Data	Dec 26, 2020	BIG-bench Machine LearningClassification	—Unverified	0
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANs	Dec 26, 2020	ClassificationData Augmentation	CodeCode Available	1
Graph Theory in the Classification of Information Systems	Dec 24, 2020	ClassificationGeneral Classification	—Unverified	0
Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification	Dec 24, 2020	ClassificationGeneral Classification	CodeCode Available	1
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks	Dec 24, 2020	AttributeClassification	—Unverified	0
QUACKIE: A NLP Classification Task With Ground Truth Explanations	Dec 24, 2020	ClassificationGeneral Classification	—Unverified	0
Fragments Expert A Graphical User Interface MATLAB Toolbox for Classification of File Fragments	Dec 23, 2020	ClassificationComputer Security	CodeCode Available	0
IIRC: Incremental Implicitly-Refined Classification	Dec 23, 2020	Classificationclass-incremental learning	CodeCode Available	1
Deep Semantic Dictionary Learning for Multi-label Image Classification	Dec 23, 2020	ClassificationDictionary Learning	CodeCode Available	1
Comparison of Privacy-Preserving Distributed Deep Learning Methods in Healthcare	Dec 23, 2020	Binary ClassificationClassification	—Unverified	0
Comparison of Classification Algorithms Towards Subject-Specific and Subject-Independent BCI	Dec 23, 2020	Brain Computer InterfaceClassification	CodeCode Available	0
K-Means Kernel Classifier	Dec 23, 2020	ClassificationClustering	CodeCode Available	0
Unbiased Subdata Selection for Fair Classification: A Unified Framework and Scalable Algorithms	Dec 22, 2020	ClassificationFairness	—Unverified	0
Binary Classification Tests, Imperfect Standards, and Ambiguous Information	Dec 21, 2020	Binary ClassificationClassification	—Unverified	0
Cost-sensitive Semi-supervised Classification for Fraud Applications	Dec 21, 2020	ClassificationFraud Detection	—Unverified	0
Knowledge Transfer Based Fine-grained Visual Classification	Dec 21, 2020	ClassificationFine-Grained Image Classification	CodeCode Available	0
TechTexC: Classification of Technical Texts using Convolution and Bidirectional Long Short Term Memory Network	Dec 21, 2020	ClassificationGeneral Classification	—Unverified	0
Resting-state EEG sex classification using selected brain connectivity representation	Dec 21, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks	Dec 20, 2020	ClassificationClustering	—Unverified	0
Fusing CNNs and statistical indicators to improve image classification	Dec 20, 2020	ClassificationGeneral Classification	CodeCode Available	0
Explaining Black-box Models for Biomedical Text Classification	Dec 20, 2020	ClassificationGeneral Classification	CodeCode Available	0
Communication-Aware Collaborative Learning	Dec 19, 2020	ClassificationGeneral Classification	—Unverified	0
Sample Complexity of Adversarially Robust Linear Classification on Separated Data	Dec 19, 2020	Adversarial RobustnessClassification	—Unverified	0
Temporal Bilinear Encoding Network of Audio-Visual Features at Low Sampling Rates	Dec 18, 2020	ClassificationGeneral Classification	—Unverified	0
Technical Progress Analysis Using a Dynamic Topic Model for Technical Terms to Revise Patent Classification Codes	Dec 18, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Distributed Map Classification using Local Observations	Dec 18, 2020	ClassificationGeneral Classification	—Unverified	0
Leveraging Meta-path Contexts for Classification in Heterogeneous Information Networks	Dec 18, 2020	ClassificationGeneral Classification	—Unverified	0
Classification of Single-View Object Point Clouds	Dec 18, 2020	3D Object Classification6D Pose Estimation using RGB	—Unverified	0
Classification with Strategically Withheld Data	Dec 18, 2020	ClassificationGeneral Classification	CodeCode Available	0
Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree	Dec 18, 2020	Binary ClassificationClassification	—Unverified	0
Fair for All: Best-effort Fairness Guarantees for Classification	Dec 18, 2020	AllClassification	—Unverified	0
Deep Open Intent Classification with Adaptive Decision Boundary	Dec 18, 2020	ClassificationGeneral Classification	CodeCode Available	1
Image and Text fusion for UPMC Food-101 \ BERT and CNNs	Dec 17, 2020	ClassificationDocument Text Classification	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