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 6301–6350 of 12815 papers

Title	Date	Tasks	Status	Hype
Deep Triplet Hashing Network for Case-based Medical Image Retrieval	Jan 29, 2021	ClassificationDeep Hashing	CodeCode Available	1
Classification Of Automotive Targets Using Inverse Synthetic Aperture Radar Images	Jan 29, 2021	ClassificationGeneral Classification	—Unverified	0
Optimal strategies for reject option classifiers	Jan 29, 2021	ClassificationGeneral Classification	—Unverified	0
ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification	Jan 28, 2021	ClassificationData Augmentation	—Unverified	0
CORL: Compositional Representation Learning for Few-Shot Classification	Jan 28, 2021	ClassificationFew-Shot Image Classification	—Unverified	0
A Neural Few-Shot Text Classification Reality Check	Jan 28, 2021	ClassificationFew-Shot Text Classification	CodeCode Available	1
Bounds on mutual information of mixture data for classification tasks	Jan 27, 2021	ClassificationGeneral Classification	—Unverified	0
Similarity of Classification Tasks	Jan 27, 2021	ClassificationFew-Shot Learning	CodeCode Available	0
Privacy Information Classification: A Hybrid Approach	Jan 27, 2021	ClassificationGeneral Classification	—Unverified	0
Towards Robustness to Label Noise in Text Classification via Noise Modeling	Jan 27, 2021	ClassificationGeneral Classification	CodeCode Available	1
Supervised Momentum Contrastive Learning for Few-Shot Classification	Jan 26, 2021	ClassificationContrastive Learning	—Unverified	0
Pitfalls of Assessing Extracted Hierarchies for Multi-Class Classification	Jan 26, 2021	ClassificationGeneral Classification	—Unverified	0
Average Localised Proximity: A new data descriptor with good default one-class classification performance	Jan 26, 2021	ClassificationGeneral Classification	—Unverified	0
Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification	Jan 26, 2021	ClassificationDocument Classification	CodeCode Available	0
ImageCHD: A 3D Computed Tomography Image Dataset for Classification of Congenital Heart Disease	Jan 26, 2021	ClassificationComputed Tomography (CT)	CodeCode Available	1
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning	Jan 26, 2021	Binary ClassificationClassification	CodeCode Available	1
"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Space	Jan 26, 2021	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning for Scene Classification: A Survey	Jan 26, 2021	ClassificationDeep Learning	—Unverified	0
EGFI: Drug-Drug Interaction Extraction and Generation with Fusion of Enriched Entity and Sentence Information	Jan 25, 2021	ClassificationDrug–drug Interaction Extraction	CodeCode Available	1
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available	0
SpanEmo: Casting Multi-label Emotion Classification as Span-prediction	Jan 25, 2021	Author ProfilingClassification	CodeCode Available	1
Online Continual Learning in Image Classification: An Empirical Survey	Jan 25, 2021	ClassificationContinual Learning	CodeCode Available	1
Deep One-Class Classification via Interpolated Gaussian Descriptor	Jan 25, 2021	Anomaly DetectionClassification	CodeCode Available	1
Spectrum Attention Mechanism for Time Series Classification	Jan 25, 2021	ClassificationGeneral Classification	—Unverified	0
EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification	Jan 24, 2021	Brain Computer InterfaceClassification	CodeCode Available	1
Computational Intelligence Approach to Improve the Classification Accuracy of Brain Neoplasm in MRI Data	Jan 24, 2021	ClassificationDiagnostic	—Unverified	0
DenseNet for Breast Tumor Classification in Mammographic Images	Jan 24, 2021	ClassificationDiagnostic	CodeCode Available	0
Learning degraded image classification with restoration data fidelity	Jan 23, 2021	ClassificationGeneral Classification	—Unverified	0
Sequence-based Dynamic Handwriting Analysis for Parkinson's Disease Detection with One-dimensional Convolutions and BiGRUs	Jan 23, 2021	ClassificationGeneral Classification	—Unverified	0
Neural networks for Anatomical Therapeutic Chemical (ATC) classification	Jan 22, 2021	Classification	—Unverified	0
Machine Learning in LiDAR 3D point clouds	Jan 22, 2021	BIG-bench Machine LearningClassification	—Unverified	0
LonelyText: A Short Messaging Based Classification of Loneliness	Jan 22, 2021	ClassificationGeneral Classification	—Unverified	0
Does a Hybrid Neural Network based Feature Selection Model Improve Text Classification?	Jan 22, 2021	BIG-bench Machine LearningClassification	—Unverified	0
LEAF: A Learnable Frontend for Audio Classification	Jan 21, 2021	Audio ClassificationClassification	CodeCode Available	1
Active Hybrid Classification	Jan 21, 2021	Active LearningClassification	—Unverified	0
Progressive Co-Attention Network for Fine-grained Visual Classification	Jan 21, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	1
Orthogonal Least Squares Based Fast Feature Selection for Linear Classification	Jan 21, 2021	Classificationfeature selection	CodeCode Available	0
SAR and Optical data fusion based on Anisotropic Diffusion with PCA and Classification using Patch-based with LBP	Jan 20, 2021	ClassificationGeneral Classification	—Unverified	0
A survey of joint intent detection and slot-filling models in natural language understanding	Jan 20, 2021	ClassificationGeneral Classification	—Unverified	0
Classifying Scientific Publications with BERT -- Is Self-Attention a Feature Selection Method?	Jan 20, 2021	ArticlesClassification	CodeCode Available	1
Initialization Using Perlin Noise for Training Networks with a Limited Amount of Data	Jan 19, 2021	ClassificationGeneral Classification	—Unverified	0
Electrocardiogram Classification and Visual Diagnosis of Atrial Fibrillation with DenseECG	Jan 19, 2021	ClassificationFeature Engineering	—Unverified	0
Fast Privacy-Preserving Text Classification based on Secure Multiparty Computation	Jan 18, 2021	ClassificationGeneral Classification	—Unverified	0
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification	Jan 18, 2021	BIG-bench Machine LearningClassification	CodeCode Available	0
Incorporating Coincidental Water Data into Non-intrusive Load Monitoring	Jan 18, 2021	Classificationenergy management	—Unverified	0
Covid-19 classification with deep neural network and belief functions	Jan 18, 2021	ClassificationComputed Tomography (CT)	—Unverified	0
Emotional EEG Classification using Connectivity Features and Convolutional Neural Networks	Jan 18, 2021	ClassificationEEG	—Unverified	0
HinFlair: pre-trained contextual string embeddings for pos tagging and text classification in the Hindi language	Jan 18, 2021	ClassificationGeneral Classification	—Unverified	0
Classification of fNIRS Data Under Uncertainty: A Bayesian Neural Network Approach	Jan 18, 2021	Binary ClassificationBrain Computer Interface	—Unverified	0
Intestinal Parasites Classification Using Deep Belief Networks	Jan 17, 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