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 7051–7100 of 12815 papers

Title	Date	Tasks	Status	Hype
Lessons Learned from Applying off-the-shelf BERT: There is no Silver Bullet	Sep 15, 2020	ClassificationGeneral Classification	—Unverified	0
Ensemble learning of diffractive optical networks	Sep 15, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Cascaded Semantic and Positional Self-Attention Network for Document Classification	Sep 15, 2020	ClassificationDocument Classification	—Unverified	0
Methods of the Vehicle Re-identification	Sep 14, 2020	ClassificationGeneral Classification	—Unverified	0
Data Augmentation and Clustering for Vehicle Make/Model Classification	Sep 14, 2020	ClassificationClustering	—Unverified	0
Principle Component Analysis for Classification of the Quality of Aromatic Rice	Sep 14, 2020	ClassificationGeneral Classification	—Unverified	0
One-bit Supervision for Image Classification	Sep 14, 2020	ClassificationGeneral Classification	CodeCode Available	0
New complex network building methodology for High Level Classification based on attribute-attribute interaction	Sep 14, 2020	AttributeClassification	—Unverified	0
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field	Sep 13, 2020	ClassificationData Augmentation	—Unverified	0
Margin-Based Regularization and Selective Sampling in Deep Neural Networks	Sep 13, 2020	ClassificationGeneral Classification	—Unverified	0
Contrastive Self-supervised Learning for Graph Classification	Sep 13, 2020	ClassificationData Augmentation	—Unverified	0
Improving Indonesian Text Classification Using Multilingual Language Model	Sep 12, 2020	ClassificationGeneral Classification	CodeCode Available	1
Multiclass Model for Agriculture development using Multivariate Statistical method	Sep 12, 2020	Binary ClassificationClassification	—Unverified	0
Certified Robustness of Graph Classification against Topology Attack with Randomized Smoothing	Sep 12, 2020	ClassificationGeneral Classification	—Unverified	0
Meta Learning for Few-Shot One-class Classification	Sep 11, 2020	ClassificationGeneral Classification	CodeCode Available	1
Data-Driven Fault Diagnosis Analysis and Open-Set Classification of Time-Series Data	Sep 10, 2020	ClassificationFault Diagnosis	—Unverified	0
Improved Robustness to Open Set Inputs via Tempered Mixup	Sep 10, 2020	ClassificationGeneral Classification	—Unverified	0
Semi-Anchored Detector for One-Stage Object Detection	Sep 10, 2020	ClassificationGeneral Classification	—Unverified	0
Rank over Class: The Untapped Potential of Ranking in Natural Language Processing	Sep 10, 2020	ClassificationGeneral Classification	CodeCode Available	1
Relative Attribute Classification with Deep Rank SVM	Sep 9, 2020	AttributeClassification	—Unverified	0
Real-time Plant Health Assessment Via Implementing Cloud-based Scalable Transfer Learning On AWS DeepLens	Sep 9, 2020	ClassificationGeneral Classification	—Unverified	0
Regularised Text Logistic Regression: Key Word Detection and Sentiment Classification for Online Reviews	Sep 9, 2020	ClassificationGeneral Classification	—Unverified	0
Improved Trainable Calibration Method for Neural Networks on Medical Imaging Classification	Sep 9, 2020	ClassificationDecision Making	—Unverified	0
Aspect Classification for Legal Depositions	Sep 9, 2020	ClassificationGeneral Classification	—Unverified	0
A dataset and classification model for Malay, Hindi, Tamil and Chinese music	Sep 9, 2020	ClassificationGeneral Classification	—Unverified	0
Contrastively-reinforced Attention Convolutional Neural Network for Fine-grained Image Recognition	Sep 8, 2020	ClassificationFine-Grained Image Classification	CodeCode Available	0
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function	Sep 8, 2020	ClassificationGeneral Classification	CodeCode Available	1
Understanding and Exploiting Dependent Variables with Deep Metric Learning	Sep 8, 2020	Autonomous NavigationClassification	—Unverified	0
Multivariable times series classification through an interpretable representation	Sep 8, 2020	ClassificationDescriptive	—Unverified	0
Region Comparison Network for Interpretable Few-shot Image Classification	Sep 8, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
kk2018 at SemEval-2020 Task 9: Adversarial Training for Code-Mixing Sentiment Classification	Sep 8, 2020	ClassificationGeneral Classification	—Unverified	0
ECG Beats Fast Classification Base on Sparse Dictionaries	Sep 8, 2020	ClassificationDictionary Learning	CodeCode Available	0
Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning	Sep 8, 2020	ClassificationGeneral Classification	—Unverified	0
Highly Accurate CNN Inference Using Approximate Activation Functions over Homomorphic Encryption	Sep 8, 2020	ClassificationGeneral Classification	—Unverified	0
A Stock Prediction Model Based on DCNN	Sep 7, 2020	ClassificationGeneral Classification	—Unverified	0
Improving colonoscopy lesion classification using semi-supervised deep learning	Sep 7, 2020	ClassificationDeep Learning	—Unverified	0
Localization and classification of intracranialhemorrhages in CT data	Sep 7, 2020	ClassificationDiagnostic	—Unverified	0
Multi-Activation Hidden Units for Neural Networks with Random Weights	Sep 6, 2020	ClassificationGeneral Classification	—Unverified	0
Data Augmentation for Electrocardiogram Classification with Deep Neural Network	Sep 5, 2020	ClassificationData Augmentation	—Unverified	0
Binary Classification as a Phase Separation Process	Sep 5, 2020	Binary ClassificationClassification	CodeCode Available	0
Learning Constellation Map with Deep CNN for Accurate Modulation Recognition	Sep 4, 2020	ClassificationGeneral Classification	—Unverified	0
GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning	Sep 4, 2020	ClassificationClustering	CodeCode Available	1
Explanation of Unintended Radiated Emission Classification via LIME	Sep 4, 2020	ClassificationGeneral Classification	—Unverified	0
A Deep Learning Approach to Tongue Detection for Pediatric Population	Sep 4, 2020	ClassificationDeep Learning	—Unverified	0
Imbalanced Image Classification with Complement Cross Entropy	Sep 4, 2020	ClassificationGeneral Classification	CodeCode Available	1
Improving Self-Organizing Maps with Unsupervised Feature Extraction	Sep 4, 2020	ClassificationGeneral Classification	CodeCode Available	1
Federated Learning for Breast Density Classification: A Real-World Implementation	Sep 3, 2020	breast density classificationClassification	—Unverified	0
FairXGBoost: Fairness-aware Classification in XGBoost	Sep 3, 2020	ClassificationFairness	—Unverified	0
Multimodal brain tumor classification	Sep 3, 2020	Brain Tumor ClassificationClassification	—Unverified	0
Cost-aware Feature Selection for IoT Device Classification	Sep 2, 2020	BIG-bench Machine LearningClassification	—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