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 4801–4850 of 12815 papers

Title	Date	Tasks	Status	Hype
Pre-training Pre-trained Models with Auxiliary Labels and Fine-tuning for Text Classification	Nov 16, 2021	ClassificationSentence	—Unverified	0
Structure and Features Fusion with Evidential Graph Convolutional Neural Network for Node Classification	Nov 16, 2021	ClassificationGraph Representation Learning	—Unverified	0
Roles of Words: What Should (n’t) Be Augmented in Text Augmentation on Text Classification Tasks?	Nov 16, 2021	ClassificationText Augmentation	—Unverified	0
Perturbation-based Self-supervised Attention for Text Classification	Nov 16, 2021	ClassificationSentence	—Unverified	0
Evaluating Extreme Hierarchical Multi-label Classification	Nov 16, 2021	ClassificationHierarchical Multi-label Classification	—Unverified	0
Learn to Adapt for Generalized Zero-Shot Text Classification	Nov 16, 2021	ClassificationGeneralized Zero-Shot Learning	—Unverified	0
A Multilingual Bag-of-Entities Model for Zero-Shot Cross-Lingual Text Classification	Nov 16, 2021	ClassificationEntity Typing	—Unverified	0
Multiclass Optimal Classification Trees with SVM-splits	Nov 16, 2021	BenchmarkingClassification	—Unverified	0
DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds	Nov 16, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Choose Settings Carefully: Comparing Action Unit detection at Different Settings Using a Large-Scale Dataset	Nov 16, 2021	Action Unit DetectionClassification	—Unverified	0
Assessing Deep Neural Networks as Probability Estimators	Nov 16, 2021	Classification	—Unverified	0
Bengali Handwritten Grapheme Classification: Deep Learning Approach	Nov 16, 2021	ClassificationDeep Learning	—Unverified	0
Interpretable and Fair Boolean Rule Sets via Column Generation	Nov 16, 2021	ClassificationFairness	—Unverified	0
On the utility of power spectral techniques with feature selection techniques for effective mental task classification in noninvasive BCI	Nov 16, 2021	Classificationfeature selection	—Unverified	0
Margin-Independent Online Multiclass Learning via Convex Geometry	Nov 15, 2021	Binary ClassificationClassification	—Unverified	0
Real-time Emotion and Gender Classification using Ensemble CNN	Nov 15, 2021	ClassificationEmotion Classification	—Unverified	0
Multi-Task Classification of Sewer Pipe Defects and Properties using a Cross-Task Graph Neural Network Decoder	Nov 15, 2021	ClassificationDecoder	CodeCode Available	0
Binary classification of spoken words with passive phononic metamaterials	Nov 14, 2021	Binary ClassificationClassification	—Unverified	0
AdaptText: A Novel Framework for Domain-Independent Automated Sinhala Text Classification	Nov 13, 2021	Classificationtext-classification	CodeCode Available	0
Image Classification with Consistent Supporting Evidence	Nov 13, 2021	Classificationimage-classification	—Unverified	0
Speech Emotion Recognition Using Deep Sparse Auto-Encoder Extreme Learning Machine with a New Weighting Scheme and Spectro-Temporal Features Along with Classical Feature Selection and A New Quantum-Inspired Dimension Reduction Method	Nov 13, 2021	ClassificationDimensionality Reduction	—Unverified	0
Glass-box model representation of seismic failure mode prediction for conventional RC shear walls	Nov 12, 2021	ClassificationDecision Making	—Unverified	0
Convolutional Nets Versus Vision Transformers for Diabetic Foot Ulcer Classification	Nov 12, 2021	ClassificationPosition	—Unverified	0
Monte Carlo dropout increases model repeatability	Nov 12, 2021	ClassificationDensity Estimation	CodeCode Available	0
An analysis of voltage source inverter switches fault classification using short time Fourier transform	Nov 12, 2021	Classification	—Unverified	0
Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization	Nov 12, 2021	Acoustic Scene ClassificationClassification	—Unverified	0
Simplifying approach to Node Classification in Graph Neural Networks	Nov 12, 2021	Classificationfeature selection	CodeCode Available	1
Reducing Data Complexity using Autoencoders with Class-informed Loss Functions	Nov 11, 2021	Binary ClassificationClassification	CodeCode Available	0
Classification of URL bitstreams using Bag of Bytes	Nov 11, 2021	ClassificationManagement	—Unverified	0
Feature Generation for Long-tail Classification	Nov 10, 2021	ClassificationFew-Shot Learning	CodeCode Available	1
Selective Synthetic Augmentation with HistoGAN for Improved Histopathology Image Classification	Nov 10, 2021	Classificationimage-classification	—Unverified	0
Biomarker Gene Identification for Breast Cancer Classification	Nov 10, 2021	Cancer ClassificationClassification	—Unverified	0
BagBERT: BERT-based bagging-stacking for multi-topic classification	Nov 10, 2021	ClassificationEnsemble Learning	CodeCode Available	0
Deducing Optimal Classification Algorithm for Heterogeneous Fabric	Nov 10, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Critical Sentence Identification in Legal Cases Using Multi-Class Classification	Nov 10, 2021	ClassificationMulti-class Classification	—Unverified	0
Label-Aware Distribution Calibration for Long-tailed Classification	Nov 9, 2021	Classification	—Unverified	0
Harmless interpolation in regression and classification with structured features	Nov 9, 2021	Classificationregression	—Unverified	0
DataWords: Getting Contrarian with Text, Structured Data and Explanations	Nov 9, 2021	Classificationnamed-entity-recognition	—Unverified	0
Classification of sums of complex exponentials	Nov 9, 2021	Classification	—Unverified	0
Group-Aware Threshold Adaptation for Fair Classification	Nov 8, 2021	ClassificationFairness	—Unverified	0
Mimic: An adaptive algorithm for multivariate time series classification	Nov 8, 2021	ClassificationTime Series	—Unverified	0
A Relational Model for One-Shot Classification	Nov 8, 2021	ClassificationData Augmentation	—Unverified	0
Learning Context-Aware Representations of Subtrees	Nov 8, 2021	Classification	—Unverified	0
Neyman-Pearson Multi-class Classification via Cost-sensitive Learning	Nov 8, 2021	ClassificationMulti-class Classification	—Unverified	0
How does a Pre-Trained Transformer Integrate Contextual Keywords? Application to Humanitarian Computing	Nov 7, 2021	ClassificationHumanitarian	—Unverified	0
Multi-Fake Evolutionary Generative Adversarial Networks for Imbalance Hyperspectral Image Classification	Nov 7, 2021	ClassificationGenerative Adversarial Network	—Unverified	0
Deep Learning Based Model for Breast Cancer Subtype Classification	Nov 6, 2021	ClassificationDeep Learning	—Unverified	0
Profitable Trade-Off Between Memory and Performance In Multi-Domain Chatbot Architectures	Nov 6, 2021	ChatbotClassification	—Unverified	0
Order-Guided Disentangled Representation Learning for Ulcerative Colitis Classification with Limited Labels	Nov 6, 2021	ClassificationDisentanglement	—Unverified	0
TaskDrop: A Competitive Baseline for Continual Learning of Sentiment Classification	Nov 5, 2021	ClassificationContinual Learning	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