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 9101–9150 of 12815 papers

Title	Date	Tasks	Status
Intrinsic Dimension Estimation via Nearest Constrained Subspace Classifier	Feb 8, 2020	ClassificationGeneral Classification	—Unverified
Introduce the Result Into Self-Attention	Sep 21, 2021	Classification	—Unverified
Introducing an Abusive Language Classification Framework for Telegram to Investigate the German Hater Community	Sep 15, 2021	Abusive LanguageClassification	—Unverified
Introducing a new benchmarked dataset for activity monitoring	Jun 18, 2012	BenchmarkingClassification	—Unverified
Introducing One Sided Margin Loss for Solving Classification Problems in Deep Networks	Jun 2, 2022	ClassificationOptical Character Recognition	—Unverified
Introducing Three New Benchmark Datasets for Hierarchical Text Classification	Nov 28, 2024	Classificationtext-classification	—Unverified
Introducing Vision Transformer for Alzheimer's Disease classification task with 3D input	Oct 3, 2022	Classification	—Unverified
Introspective Classification with Convolutional Nets	Apr 25, 2017	ClassificationGeneral Classification	—Unverified
Intrusion Detection: Machine Learning Baseline Calculations for Image Classification	Nov 3, 2021	BIG-bench Machine LearningClassification	—Unverified
ifMixup: Interpolating Graph Pair to Regularize Graph Classification	Oct 18, 2021	ClassificationGraph Classification	—Unverified
Intuitionistic Fuzzy Cognitive Maps for Interpretable Image Classification	Aug 7, 2024	Classificationimage-classification	—Unverified
Invariant embedding for graph classification	Aug 18, 2019	ClassificationGeneral Classification	—Unverified
Inverse Classification with Limited Budget and Maximum Number of Perturbed Samples	Sep 29, 2020	ClassificationGeneral Classification	—Unverified
Inverse Projection Representation and Category Contribution Rate for Robust Tumor Recognition	Feb 9, 2019	ClassificationGeneral Classification	—Unverified
Inverse Reinforcement Learning through Structured Classification	Dec 1, 2012	ClassificationGeneral Classification	—Unverified
Investigating an approach for low resource language dataset creation, curation and classification: Setswana and Sepedi	Feb 18, 2020	ClassificationData Augmentation	—Unverified
Investigating and Explaining Feature and Representation Learning in Translationese Classification	Jan 16, 2022	ClassificationFeature Engineering	—Unverified
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification	Jun 25, 2020	ClassificationDiagnostic	—Unverified
Investigating Bias in Image Classification using Model Explanations	Dec 10, 2020	Bias DetectionClassification	—Unverified
Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified
Investigating Classification Techniques with Feature Selection For Intention Mining From Twitter Feed	Jan 22, 2020	Classificationfeature selection	—Unverified
Investigating Class-level Difficulty Factors in Multi-label Classification Problems	May 1, 2020	ClassificationGeneral Classification	—Unverified
Investigating Correlations of Inter-coder Agreement and Machine Annotation Performance for Historical Video Data	Jul 24, 2019	ClassificationGeneral Classification	—Unverified
Investigating Multi-Feature Selection and Ensembling for Audio Classification	Jun 15, 2022	Audio ClassificationClassification	—Unverified
Investigating Self-Supervised Methods for Label-Efficient Learning	Jun 25, 2024	ClassificationClustering	—Unverified
Investigating the Effect of Emoji in Opinion Classification of Uzbek Movie Review Comments	Aug 2, 2020	ClassificationGeneral Classification	—Unverified
Investigating the Potential of Auxiliary-Classifier GANs for Image Classification in Low Data Regimes	Jan 22, 2022	Classificationimage-classification	—Unverified
Investigating the Robustness of Artificial Intelligent Algorithms with Mixture Experiments	Oct 10, 2020	Autonomous DrivingClassification	—Unverified
Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification	Feb 26, 2024	Classificationimage-classification	—Unverified
Investigating Transfer Learning in Graph Neural Networks	Feb 1, 2022	ClassificationGraph Classification	—Unverified
Investigating Vision-Language Model for Point Cloud-based Vehicle Classification	Apr 10, 2025	Autonomous DrivingClassification	—Unverified
Investigation of Hierarchical Spectral Vision Transformer Architecture for Classification of Hyperspectral Imagery	Sep 14, 2024	Classification	—Unverified
Investigation of Self-supervised Pre-trained Models for Classification of Voice Quality from Speech and Neck Surface Accelerometer Signals	Aug 6, 2023	Classification	—Unverified
Investigation of the Assessment of Infant Vocalizations by Laypersons	Aug 20, 2021	Classification	—Unverified
IOA: Improving SVM Based Sentiment Classification Through Post Processing	Jun 1, 2015	ClassificationFeature Engineering	—Unverified
IoU-balanced Loss Functions for Single-stage Object Detection	Aug 15, 2019	ClassificationGeneral Classification	—Unverified
IPMN Risk Assessment under Federated Learning Paradigm	Nov 8, 2024	ClassificationFederated Learning	—Unverified
IRCologne at GermEval 2021: Toxicity Classification	Sep 1, 2021	ClassificationLanguage Modeling	—Unverified
IRMAC: Interpretable Refined Motifs in Binary Classification for Smart Grid Applications	Sep 23, 2021	Binary ClassificationClassification	—Unverified
IRX-1D: A Simple Deep Learning Architecture for Remote Sensing Classifications	Oct 8, 2020	ClassificationDeep Learning	—Unverified
ISAM-MTL: Cross-subject multi-task learning model with identifiable spikes and associative memory networks	Jan 30, 2025	Brain Computer InterfaceClassification	—Unverified
Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models' Transferability	Mar 12, 2021	ClassificationGeneral Classification	—Unverified
Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models’ Transferability	Nov 1, 2021	Classificationtext-classification	—Unverified
Is Bottom-Up Attention Useful for Scene Recognition?	Jul 22, 2013	ClassificationGeneral Classification	—Unverified
ISCLAB at SemEval-2018 Task 1: UIR-Miner for Affect in Tweets	Jun 1, 2018	ClassificationEmotion Classification	—Unverified
Is Encoder-Decoder Transformer the Shiny Hammer?	Oct 1, 2022	ClassificationDecoder	—Unverified
ISIC 2017 - Skin Lesion Analysis Towards Melanoma Detection	Mar 1, 2017	ClassificationGeneral Classification	—Unverified
Is It Time to Redefine the Classification Task for Deep Learning Systems?	Jun 18, 2021	Adversarial AttackClassification	—Unverified
ISNN: Impact Sound Neural Network for Audio-Visual Object Classification	Sep 1, 2018	ClassificationGeneral Classification	—Unverified
Is Pretraining Necessary for Hyperspectral Image Classification?	Jan 24, 2019	ClassificationGeneral Classification	—Unverified

Show:10 25 50

← PrevPage 183 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