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 11751–11800 of 12815 papers

Title	Date	Tasks	Status	Hype
A Probabilistic Machine Learning Approach to Detect Industrial Plant Faults	Mar 18, 2016	BIG-bench Machine LearningClassification	—Unverified	0
N-ary Error Correcting Coding Scheme	Mar 18, 2016	ClassificationGeneral Classification	—Unverified	0
Comparing Convolutional Neural Networks to Traditional Models for Slot Filling	Mar 16, 2016	ClassificationGeneral Classification	—Unverified	0
Multichannel Variable-Size Convolution for Sentence Classification	Mar 15, 2016	ClassificationGeneral Classification	—Unverified	0
Classification with Repulsion Tensors: A Case Study on Face Recognition	Mar 15, 2016	ClassificationDimensionality Reduction	—Unverified	0
Learning Binary Codes and Binary Weights for Efficient Classification	Mar 14, 2016	ClassificationGeneral Classification	—Unverified	0
Regression-based Hypergraph Learning for Image Clustering and Classification	Mar 14, 2016	ClassificationClustering	—Unverified	0
Rapid building detection using machine learning	Mar 14, 2016	BIG-bench Machine LearningClassification	—Unverified	0
Criteria of efficiency for conformal prediction	Mar 14, 2016	ClassificationConformal Prediction	—Unverified	0
Sequential Short-Text Classification with Recurrent and Convolutional Neural Networks	Mar 12, 2016	ClassificationGeneral Classification	CodeCode Available	0
An Innovative Imputation and Classification Approach for Accurate Disease Prediction	Mar 10, 2016	AttributeClassification	—Unverified	0
Implicit Discourse Relation Classification via Multi-Task Neural Networks	Mar 9, 2016	ClassificationGeneral Classification	—Unverified	0
Discriminative models for robust image classification	Mar 8, 2016	ClassificationGeneral Classification	—Unverified	0
Variational Autoencoders for Semi-supervised Text Classification	Mar 8, 2016	ClassificationDecoder	—Unverified	0
Fast semantic segmentation of 3d point clouds with strongly varying density	Mar 7, 2016	ClassificationGeneral Classification	—Unverified	0
Support Vector Machines with Time Series Distance Kernels for Action Classification	Mar 7, 2016	Action ClassificationAction Recognition	CodeCode Available	0
A Latent Variable Recurrent Neural Network for Discourse Relation Language Models	Mar 7, 2016	ClassificationDialog Act Classification	CodeCode Available	0
Proximal groupoid patterns In digital images	Mar 6, 2016	ClassificationDescriptive	—Unverified	0
Filter based Taxonomy Modification for Improving Hierarchical Classification	Mar 2, 2016	ClassificationGeneral Classification	—Unverified	0
Keypoint Density-based Region Proposal for Fine-Grained Object Detection and Classification using Regions with Convolutional Neural Network Features	Mar 1, 2016	ClassificationGeneral Classification	—Unverified	0
Projected Estimators for Robust Semi-supervised Classification	Feb 25, 2016	ClassificationGeneral Classification	—Unverified	0
Accent Classification with Phonetic Vowel Representation	Feb 24, 2016	ClassificationGeneral Classification	—Unverified	0
Feature ranking for multi-label classification using Markov Networks	Feb 24, 2016	ClassificationGeneral Classification	—Unverified	0
Improved Accent Classification Combining Phonetic Vowels with Acoustic Features	Feb 24, 2016	ClassificationGeneral Classification	—Unverified	0
Multilingual Twitter Sentiment Classification: The Role of Human Annotators	Feb 24, 2016	ClassificationGeneral Classification	CodeCode Available	0
A Streaming Algorithm for Crowdsourced Data Classification	Feb 23, 2016	Binary ClassificationClassification	—Unverified	0
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning	Feb 23, 2016	ClassificationGeneral Classification	CodeCode Available	1
Networks of plants: how to measure similarity in vegetable species	Feb 18, 2016	Classification	—Unverified	0
Boost Picking: A Universal Method on Converting Supervised Classification to Semi-supervised Classification	Feb 18, 2016	ClassificationGeneral Classification	—Unverified	0
Large Scale Kernel Learning using Block Coordinate Descent	Feb 17, 2016	ClassificationGeneral Classification	—Unverified	0
Convolutional Tables Ensemble: classification in microseconds	Feb 14, 2016	ClassificationCPU	—Unverified	0
Wavelet-Based Semantic Features for Hyperspectral Signature Discrimination	Feb 11, 2016	ClassificationGeneral Classification	—Unverified	0
Optimal Inference in Crowdsourced Classification via Belief Propagation	Feb 11, 2016	ClassificationGeneral Classification	—Unverified	0
Optimized Kernel-based Projection Space of Riemannian Manifolds	Feb 10, 2016	ClassificationClustering	—Unverified	0
Secure Multi-Party Computation Based Privacy Preserving Extreme Learning Machine Algorithm Over Vertically Distributed Data	Feb 9, 2016	ClassificationGeneral Classification	—Unverified	0
A New Spatio-Spectral Morphological Segmentation For Multi-Spectral Remote-Sensing Images	Feb 9, 2016	ClassificationDimensionality Reduction	—Unverified	0
Minimax Lower Bounds for Realizable Transductive Classification	Feb 9, 2016	Binary ClassificationClassification	—Unverified	0
Adaptive imputation of missing values for incomplete pattern classification	Feb 8, 2016	AttributeClassification	—Unverified	0
Classification accuracy as a proxy for two sample testing	Feb 6, 2016	ClassificationGeneral Classification	—Unverified	0
Sequence Classification with Neural Conditional Random Fields	Feb 5, 2016	ClassificationGeneral Classification	—Unverified	0
Unsupervised High-level Feature Learning by Ensemble Projection for Semi-supervised Image Classification and Image Clustering	Feb 2, 2016	ClassificationClustering	—Unverified	0
Efficient Character-level Document Classification by Combining Convolution and Recurrent Layers	Feb 1, 2016	ClassificationDocument Classification	—Unverified	0
Real Time Video Quality Representation Classification of Encrypted HTTP Adaptive Video Streaming - the Case of Safari	Feb 1, 2016	ClassificationGeneral Classification	—Unverified	0
Multi-object Classification via Crowdsourcing with a Reject Option	Feb 1, 2016	ClassificationGeneral Classification	—Unverified	0
Learning a low-rank shared dictionary for object classification	Jan 31, 2016	ClassificationDictionary Learning	CodeCode Available	0
Multiple instance learning for sequence data with across bag dependencies	Jan 30, 2016	ClassificationGeneral Classification	—Unverified	0
Convolutional Pose Machines	Jan 30, 2016	3D Human Pose EstimationCar Pose Estimation	CodeCode Available	0
Osteoporotic and Neoplastic Compression Fracture Classification on Longitudinal CT	Jan 27, 2016	ClassificationGeneral Classification	—Unverified	0
Neighborhood Preserved Sparse Representation for Robust Classification on Symmetric Positive Definite Matrices	Jan 27, 2016	ClassificationGeneral Classification	—Unverified	0
Polyhedron Volume-Ratio-based Classification for Image Recognition	Jan 26, 2016	ClassificationGeneral Classification	—Unverified	0

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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