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 8201–8250 of 12815 papers

Title	Date	Tasks	Status
Newton Method-based Subspace Support Vector Data Description	Sep 25, 2023	ClassificationOne-Class Classification	—Unverified
New wrapper method based on normalized mutual information for dimension reduction and classification of hyperspectral images	Oct 25, 2022	ClassificationClassification Of Hyperspectral Images	—Unverified
Neyman-Pearson classification: parametrics and sample size requirement	Feb 7, 2018	Binary ClassificationClassification	—Unverified
Neyman-Pearson Classification under High-Dimensional Settings	Aug 13, 2015	Binary ClassificationClassification	—Unverified
Neyman-Pearson Multi-class Classification via Cost-sensitive Learning	Nov 8, 2021	ClassificationMulti-class Classification	—Unverified
NGAME: Negative Mining-aware Mini-batching for Extreme Classification	Jul 10, 2022	ClassificationTAG	—Unverified
N-gram-Based Low-Dimensional Representation for Document Classification	Dec 19, 2014	ClassificationClustering	—Unverified
Towards Non-I.I.D. Image Classification: A Dataset and Baselines	Jun 7, 2019	ClassificationGeneral Classification	—Unverified
NIST: An Image Classification Network to Image Semantic Retrieval	Jul 2, 2016	ClassificationGeneral Classification	—Unverified
NLP@NISER: Classification of COVID19 tweets containing symptoms	Jun 1, 2021	Classificationtext-classification	—Unverified
NLPRL-IITBHU at SemEval-2018 Task 3: Combining Linguistic Features and Emoji pre-trained CNN for Irony Detection in Tweets	Jun 1, 2018	ClassificationGeneral Classification	—Unverified
NLP@UIOWA at SemEval-2019 Task 6: Classifying the Crass using Multi-windowed CNNs	Jun 1, 2019	Binary ClassificationClassification	—Unverified
NLP\_UIOWA at SemEval-2020 Task 8: You're Not the Only One Cursed with Knowledge - Multi Branch Model Memotion Analysis	Dec 1, 2020	ClassificationSentiment Analysis	—Unverified
NLyticsFKIE at SemEval-2021 Task 6: Detection of Persuasion Techniques In Texts And Images	Aug 1, 2021	ClassificationMulti-Label Classification	—Unverified
Node Classification in Uncertain Graphs	May 22, 2014	ClassificationGeneral Classification	—Unverified
Node Classification Meets Link Prediction on Knowledge Graphs	Jun 14, 2021	BenchmarkingClassification	—Unverified
Node Classification With Integrated Reject Option	Dec 4, 2024	ClassificationGraph Learning	—Unverified
NodeNet: A Graph Regularised Neural Network for Node Classification	Jun 16, 2020	ClassificationGeneral Classification	—Unverified
No Dimensional Sampling Coresets for Classification	Feb 7, 2024	ClassificationSensitivity	—Unverified
Noise Audits Improve Moral Foundation Classification	Oct 13, 2022	ClassificationCultural Vocal Bursts Intensity Prediction	—Unverified
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency	Sep 6, 2018	ClassificationGeneral Classification	—Unverified
Noise-Contrastive Variational Information Bottleneck Networks	Sep 29, 2021	Classificationimage-classification	—Unverified
Noise in Classification	Oct 10, 2020	ClassificationGeneral Classification	—Unverified
Noise in Relation Classification Dataset TACRED: Characterization and Reduction	Nov 21, 2023	ClassificationRelation	—Unverified
Noise Learning for Text Classification: A Benchmark	Oct 1, 2022	Classificationtext-classification	—Unverified
Noise Modeling, Synthesis and Classification for Generic Object Anti-Spoofing	Mar 29, 2020	ClassificationGeneral Classification	—Unverified
Noise-resistant Deep Learning for Object Classification in 3D Point Clouds Using a Point Pair Descriptor	Apr 5, 2018	ClassificationGeneral Classification	—Unverified
Noise-robust classification with hypergraph neural network	Feb 3, 2021	ClassificationGeneral Classification	—Unverified
Noise-tolerant, Reliable Active Classification with Comparison Queries	Jan 15, 2020	Active LearningClassification	—Unverified
Noisy Label Processing for Classification: A Survey	Apr 5, 2024	Classificationimage-classification	—Unverified
Noisy Labels for Weakly Supervised Gamma Hadron Classification	Aug 30, 2021	AstronomyClassification	—Unverified
Non-asymptotic Analysis of _1-norm Support Vector Machines	Sep 27, 2015	ClassificationGeneral Classification	—Unverified
Non-Asymptotic Performance of Social Machine Learning Under Limited Data	Jun 15, 2023	ClassificationDecision Making	—Unverified
Noncrossing Ordinal Classification	May 13, 2015	ClassificationGeneral Classification	—Unverified
Customized Graph Neural Networks	May 22, 2020	ClassificationGeneral Classification	—Unverified
Non-Intrusive Detection of Adversarial Deep Learning Attacks via Observer Networks	Feb 22, 2020	ClassificationGeneral Classification	—Unverified
Non-intrusive Load Monitoring via Multi-label Sparse Representation based Classification	Dec 11, 2019	ClassificationGeneral Classification	—Unverified
Non-intrusive Water Usage Classification Considering Limited Training Data	Jan 2, 2023	ClassificationTime Series Analysis	—Unverified
Noninvasive Estimation of Mean Pulmonary Artery Pressure Using MRI, Computer Models, and Machine Learning	Dec 21, 2023	ClassificationFeature Engineering	—Unverified
Nonlinear classification of neural manifolds with contextual information	May 10, 2024	Classification	—Unverified
Non-local NetVLAD Encoding for Video Classification	Sep 29, 2018	ClassificationGeneral Classification	—Unverified
Nonparallel Hyperplane Classifiers for Multi-category Classification	Apr 16, 2020	Binary ClassificationClassification	—Unverified
Nonparametric active learning for cost-sensitive classification	Sep 30, 2023	Active LearningClassification	—Unverified
Nonparametric Decentralized Detection and Sparse Sensor Selection via Multi-Sensor Online Kernel Scalar Quantization	May 21, 2022	ClassificationQuantization	—Unverified
Nonparametric regression and classification with joint sparsity constraints	Dec 1, 2008	Additive modelsClassification	—Unverified
Non-Parametric Temporal Adaptation for Social Media Topic Classification	Sep 13, 2022	ClassificationRetrieval	—Unverified
Nonparametric Unsupervised Classification	Oct 2, 2012	ClassificationClustering	—Unverified
Non-Sentential Utterances in Dialogue: Experiments in Classification and Interpretation	Nov 22, 2015	ClassificationGeneral Classification	—Unverified
Nonuniform Defocus Removal for Image Classification	Jun 3, 2021	ClassificationComputational Efficiency	—Unverified
Non-uniformity is All You Need: Efficient and Timely Encrypted Traffic Classification With ECHO	Jun 3, 2024	AllClassification	—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