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 5151–5200 of 12815 papers

Title	Date	Tasks	Status
A Technique for Classifying Static Gestures Using UWB Radar	Oct 23, 2023	ClassificationGesture Recognition	—Unverified
UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION	Jan 1, 2020	ClassificationGeneral Classification	—Unverified
UX Heuristics and Checklist for Deep Learning powered Mobile Applications with Image Classification	Jul 5, 2023	Classificationimage-classification	—Unverified
VAE-based latent-space classification of RNO-G data	Sep 28, 2023	Classification	—Unverified
Validating GAN-BioBERT: A Methodology For Assessing Reporting Trends In Clinical Trials	Jun 1, 2021	ClassificationSentiment Analysis	—Unverified
Validation and generalization of pixel-wise relevance in convolutional neural networks trained for face classification	Jun 16, 2020	ClassificationFace Recognition	—Unverified
Validation of Conformal Prediction in Cervical Atypia Classification	May 13, 2025	Cancer ClassificationClassification	—Unverified
Validation of Soft Classification Models using Partial Class Memberships: An Extended Concept of Sensitivity & Co. applied to the Grading of Astrocytoma Tissues	Jan 2, 2013	ClassificationGeneral Classification	—Unverified
Vanishing Twin GAN: How training a weak Generative Adversarial Network can improve semi-supervised image classification	Mar 3, 2021	ClassificationGeneral Classification	—Unverified
Variability in Grasp Type Distinction for Myoelectric Prosthesis Control Using a Non-Invasive Brain-Machine Interface	Sep 11, 2024	ClassificationEEG	—Unverified
Variable-frame CNNLSTM for Breast Nodule Classification using Ultrasound Videos	Feb 17, 2025	ClassificationSpecificity	—Unverified
Variable selection for Naïve Bayes classification	Jan 31, 2024	Classificationfeature selection	—Unverified
Variable Star Classification Using Multi-View Metric Learning	Nov 13, 2019	ClassificationGeneral Classification	—Unverified
Variable Weights Neural Network For Diabetes Classification	Feb 22, 2021	ClassificationGeneral Classification	—Unverified
Variants of BERT, Random Forests and SVM approach for Multimodal Emotion-Target Sub-challenge	Jul 28, 2020	ClassificationEmotion Recognition	—Unverified
Variational Autoencoder Kernel Interpretation and Selection for Classification	Sep 10, 2022	Classificationfeature selection	—Unverified
Variational Autoencoders for Semi-supervised Text Classification	Mar 8, 2016	ClassificationDecoder	—Unverified
Variational Bayesian Inference For A Scale Mixture Of Normal Distributions Handling Missing Data	Nov 22, 2017	Bayesian InferenceClassification	—Unverified
Variational Connectionist Temporal Classification	Aug 1, 2020	ClassificationGeneral Classification	—Unverified
Variational Connectionist Temporal Classification for Order-Preserving Sequence Modeling	Sep 21, 2023	Classificationspeech-recognition	—Unverified
Variational Encoder-based Reliable Classification	Feb 19, 2020	BIG-bench Machine LearningClassification	—Unverified
Variational Knowledge Distillation for Disease Classification in Chest X-Rays	Mar 19, 2021	ClassificationGeneral Classification	—Unverified
Variational Quantum Algorithms for Dimensionality Reduction and Classification	Oct 27, 2019	ClassificationDimensionality Reduction	—Unverified
Variational Quantum Neural Networks (VQNNS) in Image Classification	Mar 10, 2023	Classificationimage-classification	—Unverified
Variational Relational Point Completion Network for Robust 3D Classification	Apr 18, 2023	3D ClassificationClassification	—Unverified
Variational Feature Disentangling for Fine-Grained Few-Shot Classification	Oct 7, 2020	ClassificationFew-Shot Image Classification	—Unverified
Variation Autoencoder Based Network Representation Learning for Classification	Jul 1, 2017	ClassificationDocument Classification	—Unverified
Varifocal-Net: A Chromosome Classification Approach using Deep Convolutional Networks	Oct 13, 2018	ClassificationGeneral Classification	—Unverified
Varying Coefficient Linear Discriminant Analysis for Dynamic Data	Mar 12, 2022	Classification	—Unverified
Vector of Locally Aggregated Embeddings for Text Representation	Jun 1, 2019	ClassificationGeneral Classification	—Unverified
Vector Space Model as Cognitive Space for Text Classification	Aug 21, 2017	Author ProfilingClassification	—Unverified
Vehicle classification using ResNets, localisation and spatially-weighted pooling	Oct 15, 2018	ClassificationFine-Grained Vehicle Classification	—Unverified
VEM-GCN: Topology Optimization with Variational EM for Graph Convolutional Networks	Jan 1, 2021	ClassificationGeneral Classification	—Unverified
VEMOCLAP: A video emotion classification web application	Oct 22, 2024	ClassificationEmotion Classification	—Unverified
VERAM: View-Enhanced Recurrent Attention Model for 3D Shape Classification	Aug 20, 2018	3D Shape ClassificationClassification	—Unverified
Verb Classification using Distributional Similarity in Syntactic and Semantic Structures	Jul 1, 2012	ClassificationGeneral Classification	—Unverified
Verbs Taking Clausal and Non-Finite Arguments as Signals of Modality - Revisiting the Issue of Meaning Grounded in Syntax	Sep 11, 2015	ClassificationGeneral Classification	—Unverified
Verification-Aided Deep Ensemble Selection	Feb 8, 2022	Classification	—Unverified
Verification of Neural Networks Local Differential Classification Privacy	Oct 31, 2023	Classification	—Unverified
Verifying Classification with Limited Disclosure	Feb 22, 2025	Classification	—Unverified
Vertex Classification on Weighted Networks	Jun 7, 2019	ClassificationGeneral Classification	—Unverified
Very high resolution Airborne PolSAR Image Classification using Convolutional Neural Networks	Oct 31, 2019	ClassificationGeneral Classification	—Unverified
VFNet: A Convolutional Architecture for Accent Classification	Oct 15, 2019	ClassificationGeneral Classification	—Unverified
VIBE: Topic-Driven Temporal Adaptation for Twitter Classification	Oct 16, 2023	Classificationtext-classification	—Unverified
Video4MRI: An Empirical Study on Brain Magnetic Resonance Image Analytics with CNN-based Video Classification Frameworks	Feb 24, 2023	ClassificationData Augmentation	—Unverified
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis	Apr 20, 2023	Action RecognitionBinary Classification	—Unverified
Video-based Hierarchical Species Classification for Longline Fishing Monitoring	Feb 6, 2021	ClassificationGeneral Classification	—Unverified
VideoCapsuleNet: A Simplified Network for Action Detection	May 21, 2018	Action ClassificationAction Detection	—Unverified
Video Classification using Semantic Concept Co-occurrences	Jun 1, 2014	ClassificationGeneral Classification	—Unverified
Video Classification With CNNs: Using The Codec As A Spatio-Temporal Activity Sensor	Oct 14, 2017	ClassificationCloud Computing	—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	80_divisions	precision	93.2	—	Unverified
3	60_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