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 6651–6700 of 12815 papers

Title	Date	Tasks	Status	Hype
On Classifying the Effects of Policy Announcements on Volatility	Nov 28, 2020	ClassificationClustering	—Unverified	0
A Role for Prior Knowledge in Statistical Classification of the Transition from MCI to Alzheimer's Disease	Nov 28, 2020	ClassificationClinical Knowledge	—Unverified	0
Multidimensional Persistence Module Classification via Lattice-Theoretic Convolutions	Nov 28, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Drone classification from RF fingerprints using deep residual nets	Nov 27, 2020	ClassificationGeneral Classification	—Unverified	0
General Multi-label Image Classification with Transformers	Nov 27, 2020	ClassificationGeneral Classification	CodeCode Available	1
Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images	Nov 27, 2020	ClassificationCOVID-19 Diagnosis	—Unverified	0
Towards better heartbeat segmentation with deep learning classification	Nov 26, 2020	ClassificationDeep Learning	CodeCode Available	0
ClusterFace: Joint Clustering and Classification for Set-Based Face Recognition	Nov 26, 2020	ClassificationClustering	—Unverified	0
Data-Efficient Classification of Radio Galaxies	Nov 26, 2020	ClassificationFew-Shot Learning	CodeCode Available	0
Zero-Shot Audio Classification with Factored Linear and Nonlinear Acoustic-Semantic Projections	Nov 25, 2020	Audio ClassificationClassification	—Unverified	0
Correct block-design experiments mitigate temporal correlation bias in EEG classification	Nov 25, 2020	ClassificationEEG	CodeCode Available	1
Delving Deep into Label Smoothing	Nov 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Match Them Up: Visually Explainable Few-shot Image Classification	Nov 25, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
CRACT: Cascaded Regression-Align-Classification for Robust Visual Tracking	Nov 25, 2020	ClassificationGeneral Classification	—Unverified	0
Classification of Priorities Such That Deferred Acceptance is Obviously Strategyproof	Nov 24, 2020	ClassificationGeneral Classification	—Unverified	0
Zero-Shot Audio Classification via Semantic Embeddings	Nov 24, 2020	Audio ClassificationClassification	—Unverified	0
Semi-supervised Gated Recurrent Neural Networks for Robotic Terrain Classification	Nov 24, 2020	ClassificationGeneral Classification	CodeCode Available	1
RTFN: A Robust Temporal Feature Network for Time Series Classification	Nov 24, 2020	ClassificationGeneral Classification	—Unverified	0
Search4Code: Code Search Intent Classification Using Weak Supervision	Nov 24, 2020	ClassificationCode Search	CodeCode Available	1
Comparisons among different stochastic selection of activation layers for convolutional neural networks for healthcare	Nov 24, 2020	ClassificationGeneral Classification	—Unverified	0
Neural Text Classification by Jointly Learning to Cluster and Align	Nov 24, 2020	ClassificationClustering	—Unverified	0
Bijective-Contrastive Estimation	Nov 23, 2020	Classification	—Unverified	0
Automatic Recognition of the Supraspinatus Tendinopathy from Ultrasound Images using Convolutional Neural Networks	Nov 23, 2020	ClassificationData Augmentation	—Unverified	0
Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging	Nov 23, 2020	ClassificationCOVID-19 Diagnosis	—Unverified	0
Large Scale Multimodal Classification Using an Ensemble of Transformer Models and Co-Attention	Nov 23, 2020	ClassificationGeneral Classification	CodeCode Available	1
Cancer image classification based on DenseNet model	Nov 23, 2020	ClassificationData Augmentation	—Unverified	0
The Emerging Trends of Multi-Label Learning	Nov 23, 2020	ClassificationExtreme Multi-Label Classification	—Unverified	0
Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification	Nov 23, 2020	ClassificationGeneral Classification	—Unverified	0
Uncovering the Bias in Facial Expressions	Nov 23, 2020	ClassificationGeneral Classification	—Unverified	0
Self-Supervised Transformers for Activity Classification using Ambient Sensors	Nov 22, 2020	Activity RecognitionAnomaly Detection	—Unverified	0
Revisiting graph neural networks and distance encoding from a practical view	Nov 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
Learning Class Unique Features in Fine-Grained Visual Classification	Nov 22, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
Stacked Graph Filter	Nov 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
A non-autonomous equation discovery method for time signal classification	Nov 22, 2020	ClassificationEquation Discovery	—Unverified	0
Deep learning for video game genre classification	Nov 21, 2020	ClassificationCultural Vocal Bursts Intensity Prediction	—Unverified	0
Boundary-sensitive Pre-training for Temporal Localization in Videos	Nov 21, 2020	Action ClassificationClassification	CodeCode Available	1
Adversarial Classification: Necessary conditions and geometric flows	Nov 21, 2020	ClassificationGeneral Classification	—Unverified	0
Data-Driven Modulation and Antenna Classification of Wireless Digital Communication Signals	Nov 20, 2020	ClassificationGeneral Classification	—Unverified	0
3D attention mechanism for fine-grained classification of table tennis strokes using a Twin Spatio-Temporal Convolutional Neural Networks	Nov 20, 2020	Action ClassificationClassification	—Unverified	0
Adversarial Training for EM Classification Networks	Nov 20, 2020	ClassificationGeneral Classification	—Unverified	0
Improvement of Classification in One-Stage Detector	Nov 20, 2020	ClassificationGeneral Classification	CodeCode Available	0
GAN based ball screw drive picture database enlargement for failure classification	Nov 20, 2020	ClassificationDiversity	—Unverified	0
Targeted Self Supervision for Classification on a Small COVID-19 CT Scan Dataset	Nov 20, 2020	ClassificationGeneral Classification	CodeCode Available	0
Sentiment Classification in Bangla Textual Content: A Comparative Study	Nov 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
Classification by Attention: Scene Graph Classification with Prior Knowledge	Nov 19, 2020	ClassificationGeneral Classification	—Unverified	0
Dense Label Encoding for Boundary Discontinuity Free Rotation Detection	Nov 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
Novel Classification of Ischemic Heart Disease Using Artificial Neural Network	Nov 19, 2020	ClassificationGeneral Classification	—Unverified	0
Kidney Level Lupus Nephritis Classification using Uncertainty Guided Bayesian Convolutional Neural Networks	Nov 18, 2020	ClassificationGeneral Classification	CodeCode Available	0
A Sequence-to-Sequence Approach to Dialogue State Tracking	Nov 18, 2020	ClassificationDecoder	CodeCode Available	1
On Focal Loss for Class-Posterior Probability Estimation: A Theoretical Perspective	Nov 18, 2020	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