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 3951–4000 of 12815 papers

Title	Date	Tasks	Status	Hype
IIsy: Practical In-Network Classification	May 17, 2022	BIG-bench Machine LearningClassification	—Unverified	0
A two-steps approach to improve the performance of Android malware detectors	May 17, 2022	Android Malware DetectionBinary Classification	—Unverified	0
Pairwise Comparison Network for Remote Sensing Scene Classification	May 17, 2022	ClassificationScene Classification	CodeCode Available	0
HoVer-Trans: Anatomy-aware HoVer-Transformer for ROI-free Breast Cancer Diagnosis in Ultrasound Images	May 17, 2022	AnatomyClassification	—Unverified	0
Uncertainty-based Network for Few-shot Image Classification	May 17, 2022	ClassificationFew-Shot Image Classification	—Unverified	0
Perturbation of Deep Autoencoder Weights for Model Compression and Classification of Tabular Data	May 17, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Binarizing by Classification: Is soft function really necessary?	May 16, 2022	BinarizationBinary Classification	—Unverified	0
Many Field Packet Classification with Decomposition and Reinforcement Learning	May 16, 2022	ClassificationDeep Reinforcement Learning	—Unverified	0
CONSENT: Context Sensitive Transformer for Bold Words Classification	May 16, 2022	Binary ClassificationClassification	—Unverified	0
Fundamental Laws of Binary Classification	May 16, 2022	Binary ClassificationClassification	—Unverified	0
GraphHD: Efficient graph classification using hyperdimensional computing	May 16, 2022	ClassificationGraph Classification	CodeCode Available	1
Decision Making for Hierarchical Multi-label Classification with Multidimensional Local Precision Rate	May 16, 2022	ClassificationDecision Making	—Unverified	0
Practical Insights of Repairing Model Problems on Image Classification	May 14, 2022	ClassificationDiversity	—Unverified	0
Efficient Learning of Interpretable Classification Rules	May 14, 2022	BIG-bench Machine LearningClassification	—Unverified	0
BronchusNet: Region and Structure Prior Embedded Representation Learning for Bronchus Segmentation and Classification	May 14, 2022	ClassificationGraph Learning	—Unverified	0
Robust Regularized Low-Rank Matrix Models for Regression and Classification	May 14, 2022	Classificationregression	—Unverified	0
Interlock-Free Multi-Aspect Rationalization for Text Classification	May 13, 2022	Classificationtext-classification	—Unverified	0
Evolving SimGANs to Improve Abnormal Electrocardiogram Classification	May 12, 2022	Classification	—Unverified	0
Mondrian Forest for Data Stream Classification Under Memory Constraints	May 12, 2022	Classification	CodeCode Available	0
ELODI: Ensemble Logit Difference Inhibition for Positive-Congruent Training	May 12, 2022	Classificationimage-classification	CodeCode Available	0
Open Vocabulary Extreme Classification Using Generative Models	May 12, 2022	ClassificationExtreme Multi-Label Classification	—Unverified	0
Hyperspectral Image Classification With Contrastive Graph Convolutional Network	May 11, 2022	ClassificationContrastive Learning	CodeCode Available	0
Multi-Label Logo Recognition and Retrieval based on Weighted Fusion of Neural Features	May 11, 2022	ClassificationImage Classification	CodeCode Available	0
Automatic Tuberculosis and COVID-19 cough classification using deep learning	May 11, 2022	Audio ClassificationClassification	—Unverified	0
Scream Detection in Heavy Metal Music	May 11, 2022	Classification	—Unverified	0
Towards Unified Prompt Tuning for Few-shot Text Classification	May 11, 2022	ClassificationFew-Shot Learning	—Unverified	0
Aggregating Pairwise Semantic Differences for Few-Shot Claim Veracity Classification	May 11, 2022	ClassificationFact Checking	—Unverified	0
Quantum Self-Attention Neural Networks for Text Classification	May 11, 2022	Classificationtext-classification	CodeCode Available	1
Making Pretrained Language Models Good Long-tailed Learners	May 11, 2022	Classification	CodeCode Available	0
Building for Tomorrow: Assessing the Temporal Persistence of Text Classifiers	May 11, 2022	Classificationtext-classification	CodeCode Available	0
Utilizing coarse-grained data in low-data settings for event extraction	May 11, 2022	Binary ClassificationClassification	—Unverified	0
An Objective Method for Pedestrian Occlusion Level Classification	May 11, 2022	Autonomous VehiclesClassification	—Unverified	0
2-d signature of images and texture classification	May 10, 2022	ClassificationObject	—Unverified	0
Hybrid quantum ResNet for car classification and its hyperparameter optimization	May 10, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Deeply Supervised Skin Lesions Diagnosis with Stage and Branch Attention	May 9, 2022	Classification	CodeCode Available	1
Object Detection with Spiking Neural Networks on Automotive Event Data	May 9, 2022	Classificationobject-detection	CodeCode Available	0
Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection	May 8, 2022	ClassificationIntrusion Detection	—Unverified	0
Improving Downstream Task Performance by Treating Numbers as Entities	May 7, 2022	ClassificationQuestion Answering	—Unverified	0
Comparison Knowledge Translation for Generalizable Image Classification	May 7, 2022	Classificationimage-classification	CodeCode Available	0
Determination of class-specific variables in nonparametric multiple-class classification	May 7, 2022	ClassificationDecision Making	—Unverified	0
Fine-grained Intent Classification in the Legal Domain	May 6, 2022	Classificationintent-classification	—Unverified	0
Clustered Graph Matching for Label Recovery and Graph Classification	May 6, 2022	ClassificationGraph Classification	—Unverified	0
Investigating and Explaining the Frequency Bias in Image Classification	May 6, 2022	Classificationimage-classification	CodeCode Available	1
LPGNet: Link Private Graph Networks for Node Classification	May 6, 2022	ClassificationNode Classification	CodeCode Available	0
Large Scale Transfer Learning for Differentially Private Image Classification	May 6, 2022	Classificationimage-classification	—Unverified	0
Incremental Data-Uploading for Full-Quantum Classification	May 6, 2022	ClassificationQuantum Machine Learning	—Unverified	0
Unsupervised Meta Learning With Multiview Constraints for Hyperspectral Image Small Sample set Classification	May 5, 2022	Classificationdomain classification	CodeCode Available	1
Image Classification With Small Datasets: Overview and Benchmark	May 5, 2022	Classificationimage-classification	CodeCode Available	1
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs	May 5, 2022	ClassificationFew-Shot Learning	CodeCode Available	1
Exploiting Global and Local Hierarchies for Hierarchical Text Classification	May 5, 2022	ClassificationMulti Label Text Classification	CodeCode Available	1

Show:10 25 50

← PrevPage 80 of 257Next →

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