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 7101–7150 of 12815 papers

Title	Date	Tasks	Status	Hype
Quantum Discriminator for Binary Classification	Sep 2, 2020	BIG-bench Machine LearningBinary Classification	—Unverified	0
Robust Object Classification Approach using Spherical Harmonics	Sep 2, 2020	ClassificationData Augmentation	—Unverified	0
Unsupervised Feedforward Feature (UFF) Learning for Point Cloud Classification and Segmentation	Sep 2, 2020	ClassificationDecoder	—Unverified	0
Combining Dependency Parser and GNN models for Text Classification	Sep 1, 2020	Classificationtext-classification	—Unverified	0
Improved Weighted Random Forest for Classification Problems	Sep 1, 2020	BIG-bench Machine LearningClassification	—Unverified	0
An in-depth comparison of methods handling mixed-attribute data for general fuzzy min-max neural network	Sep 1, 2020	AttributeClassification	—Unverified	0
Active Deep Densely Connected Convolutional Network for Hyperspectral Image Classification	Sep 1, 2020	Active LearningClassification	—Unverified	0
Classification of Diabetic Retinopathy Using Unlabeled Data and Knowledge Distillation	Sep 1, 2020	ClassificationGeneral Classification	—Unverified	0
Random Forest (RF) Kernel for Regression, Classification and Survival	Aug 31, 2020	ClassificationGeneral Classification	—Unverified	0
A Topological Framework for Deep Learning	Aug 31, 2020	ClassificationDeep Learning	—Unverified	0
Structured Graph Learning for Clustering and Semi-supervised Classification	Aug 31, 2020	ClassificationClustering	—Unverified	0
Classification of Complex Systems Based on Transients	Aug 31, 2020	Artificial LifeClassification	—Unverified	0
Classifier Combination Approach for Question Classification for Bengali Question Answering System	Aug 31, 2020	ClassificationGeneral Classification	—Unverified	0
Galaxy Morphology Classification using EfficientNet Architectures	Aug 31, 2020	ClassificationGeneral Classification	CodeCode Available	0
Deep Hypergraph U-Net for Brain Graph Embedding and Classification	Aug 30, 2020	ClassificationDiagnostic	CodeCode Available	1
New feature for Complex Network based on Ant Colony Optimization for High Level Classification	Aug 29, 2020	ClassificationClustering	—Unverified	0
Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data	Aug 28, 2020	ClassificationDecoder	CodeCode Available	1
Classification of Imagined Speech Using Siamese Neural Network	Aug 28, 2020	ClassificationEEG	—Unverified	0
Hierarchical Deep Learning Classification of Unstructured Pathology Reports to Automate ICD-O Morphology Grading	Aug 28, 2020	ClassificationDeep Learning	—Unverified	0
Human Blastocyst Classification after In Vitro Fertilization Using Deep Learning	Aug 28, 2020	ClassificationDeep Learning	—Unverified	0
Hierarchical Deep Learning Ensemble to Automate the Classification of Breast Cancer Pathology Reports by ICD-O Topography	Aug 28, 2020	ClassificationGeneral Classification	—Unverified	0
The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image Classification	Aug 28, 2020	Binary ClassificationClassification	CodeCode Available	0
A Federated Approach for Fine-Grained Classification of Fashion Apparel	Aug 27, 2020	ClassificationGeneral Classification	—Unverified	0
A benchmark of data stream classification for human activity recognition on connected objects	Aug 27, 2020	Activity RecognitionClassification	CodeCode Available	0
Webly Supervised Image Classification with Self-Contained Confidence	Aug 27, 2020	ClassificationGeneral Classification	CodeCode Available	0
Training Multimodal Systems for Classification with Multiple Objectives	Aug 26, 2020	ClassificationGeneral Classification	—Unverified	0
SHAP values for Explaining CNN-based Text Classification Models	Aug 26, 2020	ClassificationGeneral Classification	—Unverified	0
Appropriateness of Performance Indices for Imbalanced Data Classification: An Analysis	Aug 26, 2020	ClassificationGeneral Classification	—Unverified	0
Deep learning-based computer vision to recognize and classify suturing gestures in robot-assisted surgery	Aug 26, 2020	ClassificationGeneral Classification	—Unverified	0
A Multitask Deep Learning Approach for User Depression Detection on Sina Weibo	Aug 26, 2020	ClassificationDepression Detection	—Unverified	0
A Computationally Efficient Multiclass Time-Frequency Common Spatial Pattern Analysis on EEG Motor Imagery	Aug 25, 2020	Brain Computer InterfaceClassification	—Unverified	0
The Impact of Indirect Machine Translation on Sentiment Classification	Aug 25, 2020	ClassificationGeneral Classification	—Unverified	0
Properties Of Winning Tickets On Skin Lesion Classification	Aug 25, 2020	ClassificationGeneral Classification	—Unverified	0
SOAR: Simultaneous Or of And Rules for Classification of Positive & Negative Classes	Aug 25, 2020	BIG-bench Machine LearningBinary Classification	—Unverified	0
Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods	Aug 25, 2020	Binary ClassificationClassification	—Unverified	0
Deep Neural Network based Wide-Area Event Classification in Power Systems	Aug 24, 2020	Bayesian OptimizationClassification	—Unverified	0
Explainable Disease Classification via weakly-supervised segmentation	Aug 24, 2020	Breast Cancer DetectionClassification	—Unverified	0
Classification of Noncoding RNA Elements Using Deep Convolutional Neural Networks	Aug 24, 2020	ClassificationGeneral Classification	—Unverified	0
Jet Flavour Classification Using DeepJet	Aug 24, 2020	ClassificationGeneral Classification	—Unverified	0
Towards Stable Imbalanced Data Classification via Virtual Big Data Projection	Aug 23, 2020	ClassificationGeneral Classification	—Unverified	0
Few-Shot Image Classification via Contrastive Self-Supervised Learning	Aug 23, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
Emergent symbolic language based deep medical image classification	Aug 22, 2020	ClassificationDecision Making	CodeCode Available	0
Multiple Classification with Split Learning	Aug 22, 2020	ClassificationDeep Learning	—Unverified	0
Turkish Text Classification: From Lexicon Analysis to Bidirectional Transformer	Aug 21, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Detecting and Classifying Malevolent Dialogue Responses: Taxonomy, Data and Methodology	Aug 21, 2020	ClassificationGeneral Classification	—Unverified	0
EmoGraph: Capturing Emotion Correlations using Graph Networks	Aug 21, 2020	ClassificationEmotion Classification	—Unverified	0
Counterfactual-based minority oversampling for imbalanced classification	Aug 21, 2020	Classificationcounterfactual	—Unverified	0
Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs	Aug 21, 2020	Anomaly DetectionClassification	—Unverified	0
Spatial--spectral FFPNet: Attention-Based Pyramid Network for Segmentation and Classification of Remote Sensing Images	Aug 20, 2020	ClassificationDiversity	—Unverified	0
The Canonical Interval Forest (CIF) Classifier for Time Series Classification	Aug 20, 2020	ClassificationDescriptive	—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