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 6151–6200 of 12815 papers

Title	Date	Tasks	Status
Property Business Classification Model Based on Indonesia E-Commerce Data	Feb 24, 2021	ClassificationGeneral Classification	—Unverified
Prophit: Causal inverse classification for multiple continuously valued treatment policies	Feb 14, 2018	ClassificationGaussian Processes	—Unverified
Proposal and Verification of Novel Machine Learning on Classification Problems	Jun 23, 2022	BIG-bench Machine LearningClassification	—Unverified
Proposal for a Comprehensive (Crypto) Asset Taxonomy	Jul 23, 2020	ClassificationGeneral Classification	—Unverified
Proposal-free Lidar Panoptic Segmentation with Pillar-level Affinity	Apr 19, 2022	ClassificationClustering	—Unverified
Proposing a Localized Relevance Vector Machine for Pattern Classification	Apr 7, 2019	ClassificationGeneral Classification	—Unverified
Proposition from the Perspective of Chinese Language: A Chinese Proposition Classification Evaluation Benchmark	Sep 18, 2023	ClassificationNatural Language Understanding	—Unverified
ProSeqo: Projection Sequence Networks for On-Device Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified
Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression	Mar 4, 2021	Binary ClassificationClassification	—Unverified
Protein Classification using Machine Learning and Statistical Techniques: A Comparative Analysis	Jan 18, 2019	BIG-bench Machine LearningClassification	—Unverified
Protein Family Classification using Deep Learning	Oct 12, 2018	ClassificationDeep Learning	—Unverified
Protein Mutation Stability Ternary Classification using Neural Networks and Rigidity Analysis	Mar 13, 2018	Classification	—Unverified
Protein sequence classification using natural language processing techniques	Sep 6, 2024	Classification	—Unverified
ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification	Jan 28, 2021	ClassificationData Augmentation	—Unverified
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification	Apr 13, 2023	Classificationimage-classification	—Unverified
Advancing Interpretability in Text Classification through Prototype Learning	Oct 23, 2024	ClassificationSentence	—Unverified
PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification	Oct 5, 2023	ClassificationContrastive Learning	—Unverified
Prototypical Priors: From Improving Classification to Zero-Shot Learning	Dec 3, 2015	ClassificationGeneral Classification	—Unverified
Prototypical Region Proposal Networks for Few-Shot Localization and Classification	Apr 8, 2021	ClassificationFew-Shot Image Classification	—Unverified
Provable Robust Classification via Learned Smoothed Densities	May 9, 2020	ClassificationGeneral Classification	—Unverified
Provable Robustness of Adversarial Training for Learning Halfspaces with Noise	Apr 19, 2021	ClassificationGeneral Classification	—Unverified
Provable tradeoffs in adversarially robust classification	Jun 9, 2020	ClassificationGeneral Classification	—Unverified
Provably efficient neural network representation for image classification	Nov 13, 2017	ClassificationEfficient Neural Network	—Unverified
Proximal groupoid patterns In digital images	Mar 6, 2016	ClassificationDescriptive	—Unverified
Pruning for Performance: Efficient Idiom and Metaphor Classification in Low-Resource Konkani Using mBERT	May 24, 2025	Classification	—Unverified
Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification	Jun 28, 2023	ClassificationData Augmentation	—Unverified
Pseudo-labelling and Meta Reweighting Learning for Image Aesthetic Quality Assessment	Jan 8, 2022	Binary ClassificationClassification	—Unverified
Pseudosaccades: A simple ensemble scheme for improving classification performance of deep nets	Sep 27, 2018	Classification	—Unverified
Punctuation as Native Language Interference	Aug 1, 2018	ClassificationCross-corpus	—Unverified
Pushing Joint Image Denoising and Classification to the Edge	Sep 13, 2024	ClassificationDenoising	—Unverified
Pushing the envelope in deep visual recognition for mobile platforms	Oct 16, 2017	ClassificationGeneral Classification	—Unverified
Pushing The Limit of LLM Capacity for Text Classification	Feb 12, 2024	ClassificationLanguage Modeling	—Unverified
Pyramidal RoR for Image Classification	Oct 1, 2017	ClassificationGeneral Classification	—Unverified
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder	Apr 4, 2023	ClassificationDecoder	—Unverified
QCS-ADME: Quantum Circuit Search for Drug Property Prediction with Imbalanced Data and Regression Adaptation	Mar 2, 2025	Classificationimbalanced classification	—Unverified
QESK: Quantum-based Entropic Subtree Kernels for Graph Classification	Dec 10, 2022	ClassificationGraph Classification	—Unverified
Image Classification Method using Dynamic Quantum Inspired Genetic Algorithm	Jan 20, 2025	Classificationfeature selection	—Unverified
QiNiAn at SemEval-2022 Task 5: Multi-Modal Misogyny Detection and Classification	Jul 1, 2022	ClassificationMulti-Label Classification	—Unverified
QUACKIE: A NLP Classification Task With Ground Truth Explanations	Dec 24, 2020	ClassificationGeneral Classification	—Unverified
Quadratically constrained quadratic programming for classification using particle swarms and applications	Jul 23, 2014	Binary ClassificationClassification	—Unverified
Quadratic Multiform Separation: A New Classification Model in Machine Learning	Oct 10, 2021	BIG-bench Machine LearningClassification	—Unverified
Quality-based Multimodal Classification Using Tree-Structured Sparsity	Mar 8, 2014	ClassificationFace Recognition	—Unverified
Quality Estimation for Partially Subjective Classification Tasks via Crowdsourcing	May 1, 2020	ClassificationGeneral Classification	—Unverified
Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment	Jun 18, 2019	ClassificationGeneral Classification	—Unverified
Quantifying and Leveraging Predictive Uncertainty for Medical Image Assessment	Jul 8, 2020	AnatomyClassification	—Unverified
Quantifying Cancer Likeness: A Statistical Approach for Pathological Image Diagnosis	Oct 2, 2024	Cancer ClassificationClassification	—Unverified
Quantifying Classification Uncertainty using Regularized Evidential Neural Networks	Oct 15, 2019	ClassificationGeneral Classification	—Unverified
Quantifying Intrinsic Uncertainty in Classification via Deep Dirichlet Mixture Networks	Jun 11, 2019	ClassificationGeneral Classification	—Unverified
Quantifying Task Complexity Through Generalized Information Measures	Jan 1, 2021	ClassificationGeneral Classification	—Unverified
Quantifying task-relevant representational similarity using decision variable correlation	Jun 2, 2025	Classificationimage-classification	—Unverified

Show:10 25 50

← PrevPage 124 of 257Next →

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