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

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Showing 10601–10650 of 12815 papers

Title	Date	Tasks	Status
Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT	May 7, 2020	ClassificationComputed Tomography (CT)	—Unverified
Adaptive Image-Feature Learning for Disease Classification Using Inductive Graph Networks	May 8, 2019	ClassificationGeneral Classification	—Unverified
Adaptive imputation of missing values for incomplete pattern classification	Feb 8, 2016	AttributeClassification	—Unverified
Adaptive Kernel Value Caching for SVM Training	Nov 8, 2019	ClassificationGeneral Classification	—Unverified
Adaptive kNN using Expected Accuracy for Classification of Geo-Spatial Data	Dec 14, 2017	ClassificationGeneral Classification	—Unverified
Adaptive label thresholding methods for online multi-label classification	Dec 4, 2021	ClassificationMulti-Label Classification	—Unverified
Adaptive Learning for the Resource-Constrained Classification Problem	Jul 19, 2022	ClassificationDefect Detection	—Unverified
Adaptive Learning of Local Semantic and Global Structure Representations for Text Classification	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Adaptive neural network classifier for decoding MEG signals	May 28, 2018	Brain Computer InterfaceClassification	—Unverified
Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification	Jun 1, 2014	ClassificationDependency Parsing	—Unverified
Adaptive Sampling for Minimax Fair Classification	Mar 1, 2021	ClassificationGeneral Classification	—Unverified
Adaptive Stacked Graph Filter	Jan 1, 2021	ClassificationGeneral Classification	—Unverified
Adaptive Task Sampling for Meta-Learning	Jul 17, 2020	ClassificationGeneral Classification	—Unverified
Adaptive Template Enhancement for Improved Person Recognition using Small Datasets	Jan 3, 2022	ClassificationEEG	—Unverified
Adaptive template systems: Data-driven feature selection for learning with persistence diagrams	Oct 13, 2019	Classificationfeature selection	—Unverified
Adaptive Transfer Learning for Multi-Label Emotion Classification	Jan 16, 2022	ClassificationEmotion Classification	—Unverified
Adaptive Transfer Learning of Multi-View Time Series Classification	Oct 14, 2019	ClassificationDensity Estimation	—Unverified
Adaptive Variance Thresholding: A Novel Approach to Improve Existing Deep Transfer Vision Models and Advance Automatic Knee-Joint Osteoarthritis Classification	Nov 10, 2023	ClassificationNeural Architecture Search	—Unverified
AdaSense: Adaptive Low-Power Sensing and Activity Recognition for Wearable Devices	Jun 10, 2020	Activity RecognitionClassification	—Unverified
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification	Oct 18, 2021	ClassificationRelation	—Unverified
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification	Nov 1, 2021	ClassificationRelation	—Unverified
A Data Driven Approach for Resting-state EEG signal Classification of Schizophrenia with Control Participants using Random Matrix Theory	Jan 17, 2018	ClassificationEEG	—Unverified
A data-driven method for syndrome type identification and classification in traditional Chinese medicine	Oct 27, 2014	ClassificationGeneral Classification	—Unverified
A dataset and classification model for Malay, Hindi, Tamil and Chinese music	Sep 9, 2020	ClassificationGeneral Classification	—Unverified
A data set for evaluating the performance of multi-class multi-object video tracking	Apr 21, 2017	ClassificationGeneral Classification	—Unverified
A Dataset for Multi-Target Stance Detection	Apr 1, 2017	ClassificationGeneral Classification	—Unverified
A Dataset for Troll Classification of TamilMemes	May 1, 2020	ClassificationGeneral Classification	—Unverified
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification	Apr 9, 2021	ClassificationEmotion Classification	—Unverified
Added value of morphological features to breast lesion diagnosis in ultrasound	Jun 6, 2017	Breast Cancer DetectionClassification	—Unverified
Additional Representations for Improving Synthetic Aperture Sonar Classification Using Convolutional Neural Networks	Aug 8, 2018	ClassificationGeneral Classification	—Unverified
Addressing Deep Learning Model Calibration Using Evidential Neural Networks and Uncertainty-Aware Training	Jan 30, 2023	Classification	—Unverified
Addressing GAN Training Instabilities via Tunable Classification Losses	Oct 27, 2023	Classification	—Unverified
Addressing Overfitting on Pointcloud Classification using Atrous XCRF	Feb 8, 2019	ClassificationGeneral Classification	—Unverified
Addressing Strategic Manipulation Disparities in Fair Classification	May 22, 2022	ClassificationFairness	—Unverified
Addressing the Sim2Real Gap in Robotic 3D Object Classification	Oct 28, 2019	3D Object ClassificationClassification	—Unverified
A Deep Cascade Network for Unaligned Face Attribute Classification	Sep 12, 2017	AttributeClassification	—Unverified
A deep convolutional neural network for classification of Aedes albopictus mosquitoes	Oct 29, 2021	ClassificationExplainable Models	—Unverified
A Deep Convolutional Neural Network for Lung Cancer Diagnostic	Apr 22, 2018	Binary ClassificationClassification	—Unverified
Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability	Sep 10, 2023	ClassificationDecision Making	—Unverified
A Deep Ensemble-based Wireless Receiver Architecture for Mitigating Adversarial Attacks in Automatic Modulation Classification	Apr 8, 2021	ClassificationDeep Learning	—Unverified
A Deep Ensemble Framework for Fake News Detection and Classification	Nov 12, 2018	ClassificationFake News Detection	—Unverified
A Deep Evolutionary Approach to Bioinspired Classifier Optimisation for Brain-Machine Interaction	Aug 13, 2019	ClassificationEEG	—Unverified
A Deep Learning Approach to Tongue Detection for Pediatric Population	Sep 4, 2020	ClassificationDeep Learning	—Unverified
A Deep Learning Architectures for Kidney Disease Classification	Mar 23, 2024	ClassificationDeep Learning	—Unverified
A Deep Learning Based Ternary Task Classification System Using Gramian Angular Summation Field in fNIRS Neuroimaging Data	Jan 14, 2021	BIG-bench Machine LearningClassification	—Unverified
A Deep Learning Framework for Nuclear Segmentation and Classification in Histopathological Images	Mar 4, 2022	ClassificationNuclear Segmentation	—Unverified
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography	Apr 5, 2022	ClassificationImage Segmentation	—Unverified
A Deep Learning Model for Structured Outputs with High-order Interaction	Apr 29, 2015	ClassificationGeneral Classification	—Unverified
A Deep Learning Model for Traffic Flow State Classification Based on Smart Phone Sensor Data	Sep 26, 2017	ClassificationComputational Efficiency	—Unverified
A Deep Multi-task Learning Approach to Skin Lesion Classification	Dec 9, 2018	ClassificationGeneral Classification	—Unverified

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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