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 5551–5600 of 12815 papers

Title	Date	Tasks	Status	Hype
Progressive Class-based Expansion Learning For Image Classification	Jun 28, 2021	Classificationimage-classification	—Unverified	0
Domain Adaptation Broad Learning System Based on Locally Linear Embedding	Jun 28, 2021	ClassificationComputational Efficiency	—Unverified	0
Hyperspectral Remote Sensing Image Classification Based on Multi-scale Cross Graphic Convolution	Jun 28, 2021	ClassificationDimensionality Reduction	—Unverified	0
Analysis of Kepler Objects of Interest using Machine Learning for Exoplanet Identification	Jun 27, 2021	BIG-bench Machine LearningClassification	CodeCode Available	0
Deep Learning for Technical Document Classification	Jun 27, 2021	ClassificationDecision Making	—Unverified	0
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	0
Functional Classwise Principal Component Analysis: A Novel Classification Framework	Jun 26, 2021	ClassificationTime Series	—Unverified	0
Midpoint Regularization: from High Uncertainty Training to Conservative Classification	Jun 26, 2021	ClassificationVocal Bursts Intensity Prediction	—Unverified	0
Spectral-Spatial Global Graph Reasoning for Hyperspectral Image Classification	Jun 26, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Condition Monitoring of Drive Trains by Data Fusion of Acoustic Emission and Vibration Sensors	Jun 25, 2021	ClassificationFault Detection	CodeCode Available	0
A Photonic-Circuits-Inspired Compact Network: Toward Real-Time Wireless Signal Classification at the Edge	Jun 25, 2021	Classification	CodeCode Available	1
Efficient Document Image Classification Using Region-Based Graph Neural Network	Jun 25, 2021	ClassificationDocument Classification	—Unverified	0
Federated Graph Classification over Non-IID Graphs	Jun 25, 2021	ClassificationClustering	CodeCode Available	1
Frequency Domain Convolutional Neural Network: Accelerated CNN for Large Diabetic Retinopathy Image Classification	Jun 24, 2021	Classificationimage-classification	—Unverified	0
byteSteady: Fast Classification Using Byte-Level n-Gram Embeddings	Jun 24, 2021	Classificationtext-classification	—Unverified	0
Label Disentanglement in Partition-based Extreme Multilabel Classification	Jun 24, 2021	ClassificationDisentanglement	—Unverified	0
AudioCLIP: Extending CLIP to Image, Text and Audio	Jun 24, 2021	ClassificationEnvironmental Sound Classification	CodeCode Available	2
Constrained Classification and Policy Learning	Jun 24, 2021	ClassificationFairness	—Unverified	0
Alternative Microfoundations for Strategic Classification	Jun 24, 2021	Binary ClassificationClassification	—Unverified	0
Multitask Learning for Citation Purpose Classification	Jun 24, 2021	ArticlesClassification	—Unverified	0
Mutual-Information Based Few-Shot Classification	Jun 23, 2021	BenchmarkingClassification	CodeCode Available	1
Bayesian Statistics Guided Label Refurbishment Mechanism: Mitigating Label Noise in Medical Image Classification	Jun 23, 2021	Classificationimage-classification	CodeCode Available	0
Image-to-Image Translation of Synthetic Samples for Rare Classes	Jun 23, 2021	ClassificationImage-to-Image Translation	—Unverified	0
Fairness via Representation Neutralization	Jun 23, 2021	AttributeClassification	—Unverified	0
Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds	Jun 23, 2021	ClassificationSound Classification	—Unverified	0
First Step Towards EXPLAINable DGA Multiclass Classification	Jun 23, 2021	Classification	CodeCode Available	0
Who Leads and Who Follows in Strategic Classification?	Jun 23, 2021	Classification	—Unverified	0
HMM Model for Brain Tumor Detection and Classification	Jun 22, 2021	Brain Tumor ClassificationBrain Tumor Segmentation	CodeCode Available	0
Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks	Jun 22, 2021	Adversarial RobustnessClassification	CodeCode Available	0
Gradient-based Label Binning in Multi-label Classification	Jun 22, 2021	ClassificationMulti-Label Classification	—Unverified	0
Fourier Transform Approximation as an Auxiliary Task for Image Classification	Jun 22, 2021	Classificationimage-classification	CodeCode Available	0
Multi-layered Semantic Representation Network for Multi-label Image Classification	Jun 22, 2021	Classificationimage-classification	CodeCode Available	1
NetFense: Adversarial Defenses against Privacy Attacks on Neural Networks for Graph Data	Jun 22, 2021	Classification	CodeCode Available	0
The Hitchhiker's Guide to Prior-Shift Adaptation	Jun 22, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	0
Incremental Deep Neural Network Learning using Classification Confidence Thresholding	Jun 21, 2021	ClassificationIncremental Learning	—Unverified	0
Ad Text Classification with Transformer-Based Natural Language Processing Methods	Jun 21, 2021	ClassificationLanguage Modeling	—Unverified	0
Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation	Jun 21, 2021	AllBinary Classification	—Unverified	0
TNT: Text-Conditioned Network with Transductive Inference for Few-Shot Video Classification	Jun 21, 2021	Action ClassificationClassification	CodeCode Available	0
On fine-tuning of Autoencoders for Fuzzy rule classifiers	Jun 21, 2021	Audio ClassificationClassification	—Unverified	0
Multivariate Data Explanation by Jumping Emerging Patterns Visualization	Jun 21, 2021	ClassificationDescriptive	—Unverified	0
Nuclei Grading of Clear Cell Renal Cell Carcinoma in Histopathological Image by Composite High-Resolution Network	Jun 20, 2021	ClassificationSegmentation	CodeCode Available	0
RankDetNet: Delving Into Ranking Constraints for Object Detection	Jun 19, 2021	3D Object DetectionClassification	—Unverified	0
Self-Supervised Wasserstein Pseudo-Labeling for Semi-Supervised Image Classification	Jun 19, 2021	Classificationimage-classification	—Unverified	0
Few-Shot Object Detection via Classification Refinement and Distractor Retreatment	Jun 19, 2021	ClassificationFew-Shot Object Detection	—Unverified	0
TNCR: Table Net Detection and Classification Dataset	Jun 19, 2021	ClassificationDeep Learning	CodeCode Available	1
Improving Compositional Generalization in Classification Tasks via Structure Annotations	Jun 19, 2021	Classification	—Unverified	0
EMG Signal Classification Using Reflection Coefficients and Extreme Value Machine	Jun 19, 2021	ClassificationGesture Recognition	—Unverified	0
Exploring Vision Transformers for Fine-grained Classification	Jun 19, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	1
Informative Class Activation Maps	Jun 19, 2021	Classificationimage-classification	—Unverified	0
Practical Transferability Estimation for Image Classification Tasks	Jun 19, 2021	Classificationimage-classification	—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