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 5851–5900 of 12815 papers

Title	Date	Tasks	Status	Hype
Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults with Dementia	May 7, 2021	2D Human Pose EstimationClassification	CodeCode Available	1
Few-Shot Learning for Image Classification of Common Flora	May 7, 2021	ClassificationFew-Shot Image Classification	CodeCode Available	0
Autoencoder Based Inter-Vehicle Generalization for In-Cabin Occupant Classification	May 7, 2021	ClassificationGeneral Classification	—Unverified	0
Diffusion Mechanism in Residual Neural Network: Theory and Applications	May 7, 2021	Binary ClassificationClassification	CodeCode Available	1
The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification	May 6, 2021	ClassificationFairness	—Unverified	0
SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification	May 6, 2021	Classificationimage-classification	CodeCode Available	1
Soft-Attention Improves Skin Cancer Classification Performance	May 5, 2021	Cancer ClassificationClassification	CodeCode Available	1
Ovarian Cancer Detection based on Dimensionality Reduction Techniques and Genetic Algorithm	May 4, 2021	ClassificationDimensionality Reduction	—Unverified	0
Remote Pathological Gait Classification System	May 4, 2021	ClassificationGeneral Classification	—Unverified	0
Spectral Machine Learning for Pancreatic Mass Imaging Classification	May 3, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Weighted Least Squares Twin Support Vector Machine with Fuzzy Rough Set Theory for Imbalanced Data Classification	May 3, 2021	ClassificationGeneral Classification	—Unverified	0
Causality-based Counterfactual Explanation for Classification Models	May 3, 2021	Classificationcounterfactual	CodeCode Available	0
LFI-CAM: Learning Feature Importance for Better Visual Explanation	May 3, 2021	ClassificationDecision Making	CodeCode Available	1
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search	May 3, 2021	Arrhythmia DetectionClassification	—Unverified	0
Subspace Representation Learning for Few-shot Image Classification	May 2, 2021	ClassificationDiversity	—Unverified	0
Enhancing Fine-Grained Classification for Low Resolution Images	May 1, 2021	AttributeClassification	—Unverified	0
Flow-Packet Hybrid Traffic Classification for Class-Aware Network Routing	Apr 30, 2021	BIG-bench Machine LearningClassification	—Unverified	0
GM-MLIC: Graph Matching based Multi-Label Image Classification	Apr 30, 2021	ClassificationGeneral Classification	—Unverified	0
Deep Image Destruction: Vulnerability of Deep Image-to-Image Models against Adversarial Attacks	Apr 30, 2021	ClassificationColorization	—Unverified	0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint Modeling	Apr 30, 2021	ClassificationGeneral Classification	CodeCode Available	0
Recognition and Processing of NATOM	Apr 29, 2021	ClassificationGeneral Classification	—Unverified	0
Regularizing Explanations in Bayesian Convolutional Neural Networks	Apr 29, 2021	Bayesian InferenceClassification	—Unverified	0
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation	Apr 29, 2021	ClassificationCross-Domain Few-Shot	CodeCode Available	1
Locality Constrained Analysis Dictionary Learning via K-SVD Algorithm	Apr 29, 2021	ClassificationDictionary Learning	—Unverified	0
MeerCRAB: MeerLICHT Classification of Real and Bogus Transients using Deep Learning	Apr 28, 2021	ClassificationDeep Learning	CodeCode Available	0
Filter Distribution Templates in Convolutional Networks for Image Classification Tasks	Apr 28, 2021	ClassificationGeneral Classification	—Unverified	0
Weather and Light Level Classification for Autonomous Driving: Dataset, Baseline and Active Learning	Apr 28, 2021	Active LearningAutonomous Driving	—Unverified	0
Risk Bounds for Over-parameterized Maximum Margin Classification on Sub-Gaussian Mixtures	Apr 28, 2021	ClassificationGeneral Classification	—Unverified	0
Does Face Recognition Error Echo Gender Classification Error?	Apr 28, 2021	ClassificationFace Recognition	—Unverified	0
Classification and comparison of license plates localization algorithms	Apr 28, 2021	ClassificationGeneral Classification	—Unverified	0
Deep Learning Body Region Classification of MRI and CT examinations	Apr 28, 2021	ClassificationDeep Learning	—Unverified	0
Morphological classification of astronomical images with limited labelling	Apr 27, 2021	Active LearningAstronomy	—Unverified	0
Multi-class Text Classification using BERT-based Active Learning	Apr 27, 2021	Active LearningClassification	—Unverified	0
Early Classification of Time Series is Meaningful	Apr 27, 2021	ClassificationEarly Classification	—Unverified	0
Multi-view Deep One-class Classification: A Systematic Exploration	Apr 27, 2021	Anomaly DetectionClassification	CodeCode Available	0
Robust Classification via Support Vector Machines	Apr 27, 2021	ClassificationGeneral Classification	CodeCode Available	0
Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification	Apr 27, 2021	ClassificationGeneral Classification	—Unverified	0
On the Importance of 3D Surface Information for Remote Sensing Classification Tasks	Apr 26, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Wise-SrNet: A Novel Architecture for Enhancing Image Classification by Learning Spatial Resolution of Feature Maps	Apr 26, 2021	ClassificationGeneral Classification	CodeCode Available	1
Model Guided Road Intersection Classification	Apr 26, 2021	Autonomous DrivingAutonomous Vehicles	—Unverified	0
3D/2D regularized CNN feature hierarchy for Hyperspectral image classification	Apr 25, 2021	ClassificationGeneral Classification	—Unverified	0
A Survey of Modern Deep Learning based Object Detection Models	Apr 24, 2021	ClassificationDeep Learning	—Unverified	0
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System	Apr 24, 2021	ClassificationFew-Shot Text Classification	CodeCode Available	1
MusCaps: Generating Captions for Music Audio	Apr 24, 2021	Audio captioningClassification	CodeCode Available	1
Ordinal losses for classification of cervical cancer risk	Apr 23, 2021	Classification	CodeCode Available	0
GalaXC: Graph Neural Networks with Labelwise Attention for Extreme Classification	Apr 23, 2021	ClassificationProduct Recommendation	CodeCode Available	1
Research on the Detection Method of Breast Cancer Deep Convolutional Neural Network Based on Computer Aid	Apr 23, 2021	ClassificationGeneral Classification	—Unverified	0
Mini-batch graphs for robust image classification	Apr 22, 2021	ClassificationGeneral Classification	—Unverified	0
Complex-valued reservoir computing for aspect classification and slope-angle estimation with low computational cost and high resolution in interferometric synthetic aperture radar	Apr 22, 2021	ClassificationGeneral Classification	—Unverified	0
Colonoscopy Polyp Detection and Classification: Dataset Creation and Comparative Evaluations	Apr 22, 2021	ClassificationGeneral 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