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 8751–8800 of 12815 papers

Title	Date	Tasks	Status	Hype
Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection	Aug 9, 2019	ClassificationGeneral Classification	—Unverified	0
A Fast and Precise Method for Large-Scale Land-Use Mapping Based on Deep Learning	Aug 9, 2019	ClassificationGeneral Classification	—Unverified	0
Bayesian Inference for Large Scale Image Classification	Aug 9, 2019	Bayesian InferenceClassification	—Unverified	0
TEASER: Early and Accurate Time Series Classification	Aug 9, 2019	ClassificationGeneral Classification	CodeCode Available	0
Optimal multiclass overfitting by sequence reconstruction from Hamming queries	Aug 8, 2019	Binary ClassificationClassification	—Unverified	0
Augmenting Variational Autoencoders with Sparse Labels: A Unified Framework for Unsupervised, Semi-(un)supervised, and Supervised Learning	Aug 8, 2019	ClassificationDecoder	—Unverified	0
Fine-Tuning Models Comparisons on Garbage Classification for Recyclability	Aug 7, 2019	ClassificationGeneral Classification	—Unverified	0
Debiasing Embeddings for Reduced Gender Bias in Text Classification	Aug 7, 2019	ClassificationGeneral Classification	—Unverified	0
Advocacy Learning: Learning through Competition and Class-Conditional Representations	Aug 7, 2019	ClassificationGeneral Classification	—Unverified	0
Self-supervised Attention Model for Weakly Labeled Audio Event Classification	Aug 7, 2019	ClassificationGeneral Classification	—Unverified	0
Regression Constraint for an Explainable Cervical Cancer Classifier	Aug 7, 2019	ClassificationGeneral Classification	—Unverified	0
Multi-Relational Classification via Bayesian Ranked Non-Linear Embeddings	Aug 6, 2019	ClassificationDocument Classification	—Unverified	0
Explaining Convolutional Neural Networks using Softmax Gradient Layer-wise Relevance Propagation	Aug 6, 2019	AttributeClassification	CodeCode Available	0
Multiple Riemannian Manifold-valued Descriptors based Image Set Classification with Multi-Kernel Metric Learning	Aug 6, 2019	ClassificationEmotion Recognition	—Unverified	0
Difficulty Classification of Mountainbike Downhill Trails utilizing Deep Neural Networks	Aug 5, 2019	ClassificationGeneral Classification	—Unverified	0
Imbalance-XGBoost: Leveraging Weighted and Focal Losses for Binary Label-Imbalanced Classification with XGBoost	Aug 5, 2019	Binary ClassificationClassification	CodeCode Available	0
Learning to Generalize to Unseen Tasks with Bilevel Optimization	Aug 5, 2019	Bilevel OptimizationClassification	—Unverified	0
The HSIC Bottleneck: Deep Learning without Back-Propagation	Aug 5, 2019	ClassificationDeep Learning	CodeCode Available	1
Adaptive-Halting Policy Network for Early Classification	Aug 4, 2019	ClassificationEarly Classification	CodeCode Available	0
Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification	Aug 4, 2019	ClassificationFew-Shot Learning	—Unverified	0
Dialogue Act Classification in Group Chats with DAG-LSTMs	Aug 2, 2019	ClassificationDialogue Act Classification	—Unverified	0
Multi-label Classification for Fault Diagnosis of Rotating Electrical Machines	Aug 2, 2019	ClassificationFault Detection	—Unverified	0
Differential Privacy for Sparse Classification Learning	Aug 2, 2019	ClassificationGeneral Classification	—Unverified	0
A Visual Technique to Analyze Flow of Information in a Machine Learning System	Aug 2, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Automated Detection of Welding Defects without Segmentation	Aug 1, 2019	ClassificationHuman Detection	—Unverified	0
Automatic error classification with multiple error labels	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Interactive Learning for Identifying Relevant Tweets to Support Real-time Situational Awareness	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Improving localization-based approaches for breast cancer screening exam classification	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Black-box Adversarial ML Attack on Modulation Classification	Aug 1, 2019	Adversarial AttackBIG-bench Machine Learning	—Unverified	0
KiloGrams: Very Large N-Grams for Malware Classification	Aug 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Two-Stream Video Classification with Cross-Modality Attention	Aug 1, 2019	Action ClassificationAction Recognition	—Unverified	0
Hierarchical Deep Learning for Arabic Dialect Identification	Aug 1, 2019	ClassificationDeep Learning	—Unverified	0
Can Character Embeddings Improve Cause-of-Death Classification for Verbal Autopsy Narratives?	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Hear about Verbal Multiword Expressions in the Bulgarian and the Romanian Wordnets Straight from the Horse's Mouth	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Argument Component Classification by Relation Identification by Neural Network and TextRank	Aug 1, 2019	ArticlesClassification	—Unverified	0
Detecting Aggression and Toxicity using a Multi Dimension Capsule Network	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Adversarial Attack on Sentiment Classification	Aug 1, 2019	Adversarial AttackClassification	—Unverified	0
Improving Sentiment Classification in Slovak Language	Aug 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Using Functional Schemas to Understand Social Media Narratives	Aug 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Regression or classification? Automated Essay Scoring for Norwegian	Aug 1, 2019	Automated Essay ScoringBIG-bench Machine Learning	—Unverified	0
The LAIX Systems in the BEA-2019 GEC Shared Task	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Step-wise Refinement Classification Approach for Enterprise Legal Litigation	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Rationale Classification for Educational Trading Platforms	Aug 1, 2019	ClassificationGeneral Classification	—Unverified	0
Hierarchical Fine-Tuning for joint Liver Lesion Segmentation and Lesion Classification in CT	Jul 31, 2019	ClassificationLesion Classification	—Unverified	0
Competing Ratio Loss for Discriminative Multi-class Image Classification	Jul 31, 2019	Age EstimationClassification	—Unverified	0
Privately Answering Classification Queries in the Agnostic PAC Model	Jul 31, 2019	ClassificationGeneral Classification	—Unverified	0
EdgeNet: A novel approach for Arabic numeral classification	Jul 30, 2019	ClassificationDiversity	CodeCode Available	0
PointHop: An Explainable Machine Learning Method for Point Cloud Classification	Jul 30, 2019	AttributeBIG-bench Machine Learning	CodeCode Available	1
Zero-shot transfer for implicit discourse relation classification	Jul 30, 2019	ClassificationGeneral Classification	CodeCode Available	0
Screening Mammogram Classification with Prior Exams	Jul 30, 2019	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