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 7551–7600 of 12815 papers

Title	Date	Tasks	Status
End-to-End Audiovisual Fusion with LSTMs	Sep 12, 2017	ClassificationGeneral Classification	—Unverified
End-to-End Auditory Object Recognition via Inception Nucleus	May 25, 2020	ClassificationGeneral Classification	—Unverified
End-to-End Automatic Sleep Stage Classification Using Spectral-Temporal Sleep Features	May 4, 2020	Automatic Sleep Stage ClassificationClassification	—Unverified
End to End Binarized Neural Networks for Text Classification	Oct 11, 2020	BinarizationClassification	—Unverified
End-to-End Deep Diagnosis of X-ray Images	Mar 19, 2020	ClassificationGeneral Classification	—Unverified
End-to-End Discriminative Deep Network for Liver Lesion Classification	Jan 28, 2019	ClassificationGeneral Classification	—Unverified
End-to-End Document Classification and Key Information Extraction using Assignment Optimization	Jun 1, 2023	ClassificationDocument Classification	—Unverified
End-to-End Hierarchical Text Classification with Label Assignment Policy	Sep 27, 2018	Classificationtext-classification	—Unverified
End-to-End Lip Synchronisation Based on Pattern Classification	May 18, 2020	ClassificationGeneral Classification	—Unverified
End-to-End Multi-View Networks for Text Classification	Apr 19, 2017	ClassificationGeneral Classification	—Unverified
End-to-End Optimization of JPEG-Based Deep Learning Process for Image Classification	Aug 10, 2023	Classificationimage-classification	—Unverified
End-to-End Signal Classification in Signed Cumulative Distribution Transform Space	Apr 30, 2022	Classification	—Unverified
End-to-End Tracking and Semantic Segmentation Using Recurrent Neural Networks	Apr 18, 2016	ClassificationGeneral Classification	—Unverified
End-to-End Trainable Attentive Decoder for Hierarchical Entity Classification	Apr 1, 2017	ClassificationDecoder	—Unverified
End-to-End Trainable Trident Person Search Network Using Adaptive Gradient Propagation	Jan 1, 2021	ClassificationHuman Detection	—Unverified
LTS-NET: End-to-end Unsupervised Learning of Long-Term 3D Stable objects	Jan 9, 2023	Classificationregression	—Unverified
End-to-End Video Classification with Knowledge Graphs	Nov 6, 2017	BIG-bench Machine LearningClassification	—Unverified
End-To-End Visual Speech Recognition With LSTMs	Jan 20, 2017	ClassificationGeneral Classification	—Unverified
Energy-based features and bi-LSTM neural network for EEG-based music and voice classification	Nov 20, 2024	Binary ClassificationClassification	—Unverified
Energy-based Models for Earth Observation Applications	Feb 26, 2021	ClassificationEarth Observation	—Unverified
Energy-based Out-of-distribution Detection for Multi-label Classification	Jan 1, 2021	ClassificationGeneral Classification	—Unverified
Energy-Based Spherical Sparse Coding	Oct 4, 2017	ClassificationGeneral Classification	—Unverified
Energy efficiency in Edge TPU vs. embedded GPU for computer-aided medical imaging segmentation and classification	Nov 20, 2023	ClassificationDiagnostic	—Unverified
Energy-Efficient ConvNets Through Approximate Computing	Mar 22, 2016	ClassificationGeneral Classification	—Unverified
Energy Efficient Event Localization and Classification for Nano IoT	Aug 21, 2018	Classification	—Unverified
Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification	Feb 23, 2025	ClassificationInference Optimization	—Unverified
Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations	Jan 9, 2025	Activity RecognitionAdversarial Attack	—Unverified
Engineered Ordinary Differential Equations as Classification Algorithm (EODECA): thorough characterization and testing	Dec 22, 2023	ClassificationDecision Making	—Unverified
English Out-of-Vocabulary Lexical Evaluation Task	Apr 11, 2018	AttributeClassification	—Unverified
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory	Aug 1, 2018	ClassificationFeature Engineering	—Unverified
Enhanced Classification Accuracy for Cardiotocogram Data with Ensemble Feature Selection and Classifier Ensemble	Oct 27, 2020	ClassificationEnsemble Learning	—Unverified
Enhanced Heart Sound Classification Using Mel Frequency Cepstral Coefficients and Comparative Analysis of Single vs. Ensemble Classifier Strategies	Jun 2, 2024	ClassificationSound Classification	—Unverified
Enhanced Gradient for Differentiable Architecture Search	Mar 23, 2021	ClassificationGeneral Classification	—Unverified
Enhanced Image Classification With Data Augmentation Using Position Coordinates	Jan 5, 2018	ClassificationData Augmentation	—Unverified
Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace	Jan 23, 2022	Brain Computer InterfaceClassification	—Unverified
Enhanced Multi-level Features for Very High Resolution Remote Sensing Scene Classification	May 1, 2023	ClassificationRobust classification	—Unverified
Enhanced Nearest Neighbor Classification for Crowdsourcing	Feb 26, 2022	Classification	—Unverified
Enhanced Object Detection via Fusion With Prior Beliefs from Image Classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified
Enhanced Tuberculosis Bacilli Detection using Attention-Residual U-Net and Ensemble Classification	Jan 7, 2025	ClassificationSegmentation	—Unverified
Enhanced Twitter Sentiment Classification Using Contextual Information	May 17, 2016	ClassificationGeneral Classification	—Unverified
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning	Apr 18, 2024	ClassificationDomain Adaptation	—Unverified
Enhancing Alzheimer's Diagnosis: Leveraging Anatomical Landmarks in Graph Convolutional Neural Networks on Tetrahedral Meshes	Mar 6, 2025	Classification	—Unverified
Enhancing Audio Augmentation Methods with Consistency Learning	Feb 9, 2021	Audio ClassificationAudio Tagging	—Unverified
Dual-Activated Lightweight Attention ResNet50 for Automatic Histopathology Breast Cancer Image Classification	Aug 25, 2023	Cancer ClassificationClassification	—Unverified
Enhancing Chest X-ray Classification through Knowledge Injection in Cross-Modality Learning	Feb 19, 2025	Caption GenerationClassification	—Unverified
Enhancing Classification Performance via Reinforcement Learning for Feature Selection	Mar 9, 2024	Classificationfeature selection	—Unverified
Enhancing Classification with Hierarchical Scalable Query on Fusion Transformer	Feb 28, 2023	ClassificationHierarchical Multi-label Classification	—Unverified
Enhancing COVID-19 Diagnosis through Vision Transformer-Based Analysis of Chest X-ray Images	Jun 12, 2023	Binary ClassificationClassification	—Unverified
Enhancing Drug-Drug Interaction Classification with Corpus-level Feature and Classifier Ensemble	Nov 1, 2017	ClassificationFeature Engineering	—Unverified
Enhancing Efficiency and Privacy in Memory-Based Malware Classification through Feature Selection	Sep 30, 2023	Classificationfeature selection	—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