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 8301–8350 of 12815 papers

Title	Date	Tasks	Status	Hype
Classification-driven Single Image Dehazing	Nov 21, 2019	ClassificationGeneral Classification	—Unverified	0
An End-to-End Audio Classification System based on Raw Waveforms and Mix-Training Strategy	Nov 21, 2019	Audio ClassificationClassification	—Unverified	0
Multi-Label Classification with Label Graph Superimposing	Nov 21, 2019	AttributeClassification	CodeCode Available	1
Cell Line Classification Using Electric Cell-substrate Impedance Sensing (ECIS)	Nov 20, 2019	ClassificationTime Series	—Unverified	0
Classification with Costly Features in Hierarchical Deep Sets	Nov 20, 2019	ClassificationClassification with Costly Features	CodeCode Available	0
Log Message Anomaly Detection and Classification Using Auto-B/LSTM and Auto-GRU	Nov 20, 2019	Anomaly DetectionClassification	—Unverified	0
Deep Learning based HEp-2 Image Classification: A Comprehensive Review	Nov 20, 2019	ClassificationDeep Learning	—Unverified	0
Learning Embeddings from Cancer Mutation Sets for Classification Tasks	Nov 20, 2019	ClassificationClustering	—Unverified	0
Machine Learning Classification Informed by a Functional Biophysical System	Nov 19, 2019	BIG-bench Machine LearningClassification	CodeCode Available	0
Dense Fusion Classmate Network for Land Cover Classification	Nov 19, 2019	ClassificationGeneral Classification	—Unverified	0
Heterogeneous Deep Graph Infomax	Nov 19, 2019	ClassificationClustering	CodeCode Available	0
Improving Document Classification with Multi-Sense Embeddings	Nov 18, 2019	ClassificationClustering	CodeCode Available	1
Attribute noise robust binary classification	Nov 18, 2019	AttributeBinary Classification	—Unverified	0
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations	Nov 18, 2019	ClassificationGeneral Classification	CodeCode Available	0
Learning Permutation Invariant Representations using Memory Networks	Nov 18, 2019	3D Object DetectionClassification	CodeCode Available	0
Improving Universal Sound Separation Using Sound Classification	Nov 18, 2019	Audio Source SeparationClassification	—Unverified	0
Streetify: Using Street View Imagery And Deep Learning For Urban Streets Development	Nov 18, 2019	ClassificationGeneral Classification	—Unverified	0
Skin Lesion Classification Using Deep Neural Network	Nov 18, 2019	ClassificationGeneral Classification	—Unverified	0
Radar Emitter Classification with Attribute-specific Recurrent Neural Networks	Nov 18, 2019	AttributeClassification	—Unverified	0
Benchmarking time series classification -- Functional data vs machine learning approaches	Nov 18, 2019	Additive modelsBenchmarking	CodeCode Available	0
SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking	Nov 17, 2019	ClassificationGeneral Classification	CodeCode Available	0
Sparse _1 and _2 Center Classifiers	Nov 17, 2019	Classificationfeature selection	—Unverified	0
Improving Relation Classification by Entity Pair Graph	Nov 17, 2019	ClassificationGeneral Classification	—Unverified	0
Lightweight Residual Network for The Classification of Thyroid Nodules	Nov 16, 2019	ClassificationDiagnostic	—Unverified	0
An "outside the box" solution for imbalanced data classification	Nov 16, 2019	Binary ClassificationClassification	—Unverified	0
Classification as Decoder: Trading Flexibility for Control in Medical Dialogue	Nov 16, 2019	ClassificationDecoder	—Unverified	0
Towards Reducing Bias in Gender Classification	Nov 16, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Selective sampling for accelerating training of deep neural networks	Nov 16, 2019	Binary ClassificationClassification	CodeCode Available	0
Evaluation of Three Deep Learning Models for Early Crop Classification Using Sentinel-1A Imagery Time Series—A Case Study in Zhanjiang, China	Nov 15, 2019	ClassificationCrop Classification	—Unverified	0
Deep Discriminative Fine-Tuning for Cancer Type Classification	Nov 15, 2019	Cancer type classificationClassification	—Unverified	0
Face shape classification using Inception v3	Nov 15, 2019	ClassificationGeneral Classification	CodeCode Available	0
DeepSat V2: Feature Augmented Convolutional Neural Nets for Satellite Image Classification	Nov 15, 2019	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning with Persistent Homology for Orbital Angular Momentum (OAM) Decoding	Nov 15, 2019	ClassificationDeep Learning	—Unverified	0
Label-similarity Curriculum Learning	Nov 15, 2019	ClassificationGeneral Classification	—Unverified	0
A Neural Network Based on the Johnson S_U Translation System and Related Application to Electromyogram Classification	Nov 14, 2019	ClassificationGeneral Classification	—Unverified	0
Copy-Move Forgery Classification via Unsupervised Domain Adaptation	Nov 14, 2019	ClassificationDomain Adaptation	—Unverified	0
Contrast Phase Classification with a Generative Adversarial Network	Nov 14, 2019	AnatomyClassification	—Unverified	0
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines	Nov 14, 2019	ClassificationGeneral Classification	CodeCode Available	1
Real-time Anomaly Detection and Classification in Streaming PMU Data	Nov 14, 2019	Anomaly DetectionClassification	—Unverified	0
Self-Supervised Learning For Few-Shot Image Classification	Nov 14, 2019	ClassificationCross-Domain Few-Shot	CodeCode Available	0
Variable Star Classification Using Multi-View Metric Learning	Nov 13, 2019	ClassificationGeneral Classification	—Unverified	0
A Smartphone-Based Skin Disease Classification Using MobileNet CNN	Nov 13, 2019	ClassificationData Augmentation	—Unverified	0
A Model of Double Descent for High-dimensional Binary Linear Classification	Nov 13, 2019	ClassificationGeneral Classification	—Unverified	0
Image-Based Feature Representation for Insider Threat Classification	Nov 13, 2019	ClassificationGeneral Classification	—Unverified	0
Towards Supervised Extractive Text Summarization via RNN-based Sequence Classification	Nov 13, 2019	ClassificationExtractive Summarization	—Unverified	0
Streaming Bayesian Inference for Crowdsourced Classification	Nov 13, 2019	Bayesian InferenceBinary Classification	—Unverified	0
Dynamic Connected Neural Decision Classifier and Regressor with Dynamic Softing Pruning	Nov 13, 2019	ClassificationGeneral Classification	—Unverified	0
Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features	Nov 13, 2019	Binary ClassificationClassification	—Unverified	0
Generating an Explainable ECG Beat Space With Variational Auto-Encoders	Nov 12, 2019	ClassificationGeneral Classification	—Unverified	0
Segment Relevance Estimation for Audio Analysis and Weakly-Labelled Classification	Nov 12, 2019	Audio ClassificationClassification	—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