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 5951–6000 of 12815 papers

Title	Date	Tasks	Status
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification	May 24, 2023	ClassificationContrastive Learning	—Unverified
PGNAA Spectral Classification of Aluminium and Copper Alloys with Machine Learning	Apr 22, 2024	Classification	—Unverified
PGNAA Spectral Classification of Metal with Density Estimations	Aug 29, 2022	ClassificationDensity Estimation	—Unverified
Phage family classification under Caudoviricetes: a review of current tools using the latest ICTV classification framework	Sep 5, 2022	Classification	—Unverified
Phased Progressive Learning with Coupling-Regulation-Imbalance Loss for Imbalanced Data Classification	May 24, 2022	Classificationimbalanced classification	—Unverified
Deep Neural Networks for Radar Waveform Classification	Feb 15, 2021	ClassificationGeneral Classification	—Unverified
Phoneme Classification using Constrained Variational Gaussian Process Dynamical System	Dec 1, 2012	ClassificationGeneral Classification	—Unverified
Photometric light curves classification with machine learning	Sep 10, 2019	BIG-bench Machine LearningClassification	—Unverified
Photometric space object classification via deep learning algorithms	May 8, 2021	ClassificationClassification with Binary Neural Network	—Unverified
Photonic Quantum Computing For Polymer Classification	Nov 22, 2022	Binary ClassificationClassification	—Unverified
Physical Signal Classification Via Deep Neural Networks	Nov 15, 2018	ClassificationGeneral Classification	—Unverified
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings	Apr 25, 2022	Activity RecognitionClassification	—Unverified
PIAT: Parameter Interpolation based Adversarial Training for Image Classification	Mar 24, 2023	Classificationimage-classification	—Unverified
Piecewise linear regression and classification	Mar 10, 2021	ClassificationGeneral Classification	—Unverified
Piece-wise Matching Layer in Representation Learning for ECG Classification	Sep 26, 2020	ClassificationECG Classification	—Unverified
Piecewise regression mixture for simultaneous functional data clustering and optimal segmentation	Dec 25, 2013	ClassificationClustering	—Unverified
Pig aggression classification using CNN, Transformers and Recurrent Networks	Mar 13, 2024	ClassificationVideo Classification	—Unverified
PINGAN Omini-Sinitic at SemEval-2022 Task 4: Multi-prompt Training for Patronizing and Condescending Language Detection	Jul 1, 2022	Binary ClassificationClassification	—Unverified
Pipeline Enabling Zero-shot Classification for Bangla Handwritten Grapheme	Dec 1, 2023	Bangla Text DetectionClassification	—Unverified
Pitfalls of Assessing Extracted Hierarchies for Multi-Class Classification	Jan 26, 2021	ClassificationGeneral Classification	—Unverified
Pixel DAG-Recurrent Neural Network for Spectral-Spatial Hyperspectral Image Classification	Jun 9, 2019	ClassificationGeneral Classification	—Unverified
PixelHop++: A Small Successive-Subspace-Learning-Based (SSL-based) Model for Image Classification	Feb 8, 2020	ClassificationGeneral Classification	—Unverified
Pixel-level Reconstruction and Classification for Noisy Handwritten Bangla Characters	Jun 21, 2018	ClassificationDocument Image Classification	—Unverified
Pixel precise unsupervised detection of viral particle proliferation in cellular imaging data	Nov 10, 2020	ClassificationGeneral Classification	—Unverified
PK-GCN: Prior Knowledge Assisted Image Classification using Graph Convolution Networks	Sep 24, 2020	ClassificationDeep Learning	—Unverified
PKLot-A robust dataset for parking lot classification	Jul 1, 2015	BenchmarkingClassification	—Unverified
Place classification with a graph regularized deep neural network model	Jun 12, 2015	ClassificationGeneral Classification	—Unverified
Places: An Image Database for Deep Scene Understanding	Oct 6, 2016	BIG-bench Machine LearningClassification	—Unverified
Planning based on classification by induction graph	Nov 15, 2013	ClassificationDecision Making	—Unverified
Plant Species Classification Using Transfer Learning by Pretrained Classifier VGG-19	Sep 7, 2022	ClassificationImage Augmentation	—Unverified
Platt-Bin: Efficient Posterior Calibrated Training for NLP Classifiers	May 1, 2022	Classification	—Unverified
Playing the Game of Universal Adversarial Perturbations	Sep 20, 2018	ClassificationGeneral Classification	—Unverified
PLM: Partial Label Masking for Imbalanced Multi-label Classification	May 22, 2021	Classificationimage-classification	—Unverified
Plotting time: On the usage of CNNs for time series classification	Feb 8, 2021	ClassificationGeneral Classification	—Unverified
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification	Apr 13, 2024	ClassificationFew-Shot Learning	—Unverified
PND-Net: Plant Nutrition Deficiency and Disease Classification using Graph Convolutional Network	Oct 16, 2024	Cancer ClassificationClassification	—Unverified
Pneumonia Diagnosis through pixels -- A Deep Learning Model for detection and classification	Apr 15, 2024	Classification	—Unverified
Pneumothorax and chest tube classification on chest x-rays for detection of missed pneumothorax	Nov 14, 2020	ClassificationGeneral Classification	—Unverified
Podlab at SemEval-2019 Task 3: The Importance of Being Shallow	Jun 1, 2019	ClassificationEmotion Classification	—Unverified
PointCert: Point Cloud Classification with Deterministic Certified Robustness Guarantees	Mar 3, 2023	Autonomous DrivingClassification	—Unverified
Point Cloud Classification via Deep Set Linearized Optimal Transport	Jan 2, 2024	ClassificationPoint Cloud Classification	—Unverified
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation	Dec 4, 2024	3D Object ClassificationClassification	—Unverified
PointGuard: Provably Robust 3D Point Cloud Classification	Mar 4, 2021	3D Point Cloud ClassificationAutonomous Driving	—Unverified
PointResNet: Residual Network for 3D Point Cloud Segmentation and Classification	Nov 20, 2022	ClassificationPoint Cloud Segmentation	—Unverified
Pointwise Binary Classification with Pairwise Confidence Comparisons	Oct 5, 2020	Binary ClassificationClassification	—Unverified
Polarimetric Guided Nonlocal Means Covariance Matrix Estimation for Defoliation Mapping	Jan 24, 2020	ClassificationGeneral Classification	—Unverified
Polarization Measurement of High Dimensional Social Media Messages With Support Vector Machine Algorithm Using Mapreduce	Oct 10, 2014	ClassificationGeneral Classification	—Unverified
Polar Prototype Networks	May 1, 2019	ClassificationGeneral Classification	—Unverified
Policy Entropy for Out-of-Distribution Classification	May 25, 2020	BenchmarkingClassification	—Unverified
PoliPrompt: A High-Performance Cost-Effective LLM-Based Text Classification Framework for Political Science	Sep 2, 2024	ClassificationFeature Engineering	—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