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 6101–6150 of 12815 papers

Title	Date	Tasks	Status	Hype
Wasserstein Robust Classification with Fairness Constraints	Mar 11, 2021	AttributeClassification	—Unverified	0
Should Graph Neural Networks Use Features, Edges, Or Both?	Mar 11, 2021	ClassificationGeneral Classification	—Unverified	0
Learning with partially separable data	Mar 11, 2021	ClassificationClustering	—Unverified	0
BrainNetGAN: Data augmentation of brain connectivity using generative adversarial network for dementia classification	Mar 10, 2021	Binary ClassificationClassification	—Unverified	0
An Amharic News Text classification Dataset	Mar 10, 2021	ArticlesClassification	CodeCode Available	1
A Relational-learning Perspective to Multi-label Chest X-ray Classification	Mar 10, 2021	ClassificationGeneral Classification	—Unverified	0
TransMed: Transformers Advance Multi-modal Medical Image Classification	Mar 10, 2021	ClassificationGeneral Classification	—Unverified	0
Piecewise linear regression and classification	Mar 10, 2021	ClassificationGeneral Classification	—Unverified	0
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network	Mar 9, 2021	ClassificationData Augmentation	CodeCode Available	0
Self-supervised Regularization for Text Classification	Mar 9, 2021	ClassificationGeneral Classification	—Unverified	0
ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis	Mar 9, 2021	BenchmarkingClassification	CodeCode Available	1
Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing	Mar 9, 2021	ClassificationGeneral Classification	—Unverified	0
Improving Document-Level Sentiment Classification Using Importance of Sentences	Mar 9, 2021	ClassificationDocument Classification	—Unverified	0
Contemplating real-world object classification	Mar 8, 2021	ClassificationData Augmentation	CodeCode Available	1
Exact Distribution-Free Hypothesis Tests for the Regression Function of Binary Classification via Conditional Kernel Mean Embeddings	Mar 8, 2021	Binary ClassificationClassification	—Unverified	0
Classification and Feature Transformation with Fuzzy Cognitive Maps	Mar 8, 2021	ClassificationDecision Making	CodeCode Available	0
Size-Invariant Graph Representations for Graph Classification Extrapolations	Mar 8, 2021	ClassificationGeneral Classification	CodeCode Available	1
"Sharks are not the threat humans are": Argument Component Segmentation in School Student Essays	Mar 8, 2021	Argument MiningClassification	—Unverified	0
Unveiling the Potential of Structure Preserving for Weakly Supervised Object Localization	Mar 8, 2021	ClassificationGeneral Classification	CodeCode Available	1
Interpretable Attention Guided Network for Fine-grained Visual Classification	Mar 8, 2021	ClassificationFine-Grained Image Classification	—Unverified	0
A Comparison of Word2Vec, HMM2Vec, and PCA2Vec for Malware Classification	Mar 7, 2021	ClassificationFeature Engineering	—Unverified	0
Automatic Difficulty Classification of Arabic Sentences	Mar 7, 2021	Binary ClassificationClassification	—Unverified	0
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic	Mar 6, 2021	2k8k	CodeCode Available	1
Amino acid frequency and domain features serve well for random forest based classification of thermophilic and mesophilic protein; a case study on serine proteases	Mar 5, 2021	Classificationfeature selection	—Unverified	0
Semi-Supervised Federated Peer Learning for Skin Lesion Classification	Mar 5, 2021	Cancer ClassificationClassification	CodeCode Available	0
Structure-Enhanced Meta-Learning For Few-Shot Graph Classification	Mar 5, 2021	ClassificationGeneral Classification	CodeCode Available	0
SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models	Mar 5, 2021	Atrial Fibrillation DetectionClassification	—Unverified	0
Distribution-free uncertainty quantification for classification under label shift	Mar 4, 2021	ClassificationConformal Prediction	—Unverified	0
Feature Boosting, Suppression, and Diversification for Fine-Grained Visual Classification	Mar 4, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	1
Lower-Bounded Proper Losses for Weakly Supervised Classification	Mar 4, 2021	ClassificationGeneral Classification	CodeCode Available	0
Contrast Adaptive Tissue Classification by Alternating Segmentation and Synthesis	Mar 4, 2021	ClassificationGeneral Classification	—Unverified	0
Calibrated simplex-mapping classification	Mar 4, 2021	ClassificationGeneral Classification	CodeCode Available	0
Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression	Mar 4, 2021	Binary ClassificationClassification	—Unverified	0
PointGuard: Provably Robust 3D Point Cloud Classification	Mar 4, 2021	3D Point Cloud ClassificationAutonomous Driving	—Unverified	0
Stay on Topic, Please: Aligning User Comments to the Content of a News Article	Mar 3, 2021	ArticlesClassification	—Unverified	0
Vanishing Twin GAN: How training a weak Generative Adversarial Network can improve semi-supervised image classification	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
Multi-view Audio and Music Classification	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
PML: Progressive Margin Loss for Long-tailed Age Classification	Mar 3, 2021	Age ClassificationClassification	CodeCode Available	1
EllipsoidNet: Ellipsoid Representation for Point Cloud Classification and Segmentation	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
Malware Classification Using Long Short-Term Memory Models	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
Malware Classification with GMM-HMM Models	Mar 3, 2021	ClassificationGeneral Classification	—Unverified	0
Group-wise Inhibition based Feature Regularization for Robust Classification	Mar 3, 2021	ClassificationDiversity	CodeCode Available	1
Auditory Attention Decoding from EEG using Convolutional Recurrent Neural Network	Mar 3, 2021	ClassificationEEG	—Unverified	0
Malware Classification with Word Embedding Features	Mar 3, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Deep Neural Network Feature Designs for RF Data-Driven Wireless Device Classification	Mar 2, 2021	ClassificationGeneral Classification	—Unverified	0
SimHumalator: An Open Source WiFi Based Passive Radar Human Simulator For Activity Recognition	Mar 2, 2021	Activity RecognitionClassification	—Unverified	0
A Survey of Deep Learning Techniques for Weed Detection from Images	Mar 2, 2021	ClassificationGeneral Classification	CodeCode Available	1
Label-Imbalanced and Group-Sensitive Classification under Overparameterization	Mar 2, 2021	ClassificationGeneral Classification	CodeCode Available	1
A Structurally Regularized Convolutional Neural Network for Image Classification using Wavelet-based SubBand Decomposition	Mar 2, 2021	ClassificationGeneral Classification	—Unverified	0
Multi-label Classification via Adaptive Resonance Theory-based Clustering	Mar 2, 2021	ClassificationClustering	CodeCode Available	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