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 12301–12350 of 12815 papers

Title	Date	Tasks	Status	Hype
Action Classification with Locality-constrained Linear Coding	Aug 17, 2014	Action ClassificationClassification	—Unverified	0
Classifying sequences by the optimized dissimilarity space embedding approach: a case study on the solubility analysis of the E. coli proteome	Aug 17, 2014	ClassificationGeneral Classification	—Unverified	0
Learning Multi-Scale Representations for Material Classification	Aug 13, 2014	ClassificationGeneral Classification	—Unverified	0
Modulation Classification via Gibbs Sampling Based on a Latent Dirichlet Bayesian Network	Aug 4, 2014	ClassificationGeneral Classification	—Unverified	0
Lyrics-based Analysis and Classification of Music	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Ensemble-Based Medical Relation Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Latent Dynamic Model with Category Transition Constraint for Opinion Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Automatic Classification of Communicative Functions of Definiteness	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Hybrid Deep Belief Networks for Semi-supervised Sentiment Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Sentiment Classification with Graph Co-Regularization	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Prior-informed Distant Supervision for Temporal Evidence Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Using unmarked contexts in nominal lexical semantic classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Relation Classification via Convolutional Deep Neural Network	Aug 1, 2014	ClassificationGeneral Classification	CodeCode Available	0
Improved Sentence-Level Arabic Dialect Classification	Aug 1, 2014	ClassificationFeature Engineering	—Unverified	0
Content+Context=Classification: Examining the Roles of Social Interactions and Linguist Content in Twitter User Classification	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Assigning Terms to Domains by Document Classification	Aug 1, 2014	ClassificationDocument Classification	—Unverified	0
CMUQ-Hybrid: Sentiment Classification By Feature Engineering and Parameter Tuning	Aug 1, 2014	ClassificationFeature Engineering	—Unverified	0
DLIREC: Aspect Term Extraction and Term Polarity Classification System	Aug 1, 2014	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified	0
BUAP: Polarity Classification of Short Texts	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
DCU: Aspect-based Polarity Classification for SemEval Task 4	Aug 1, 2014	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified	0
Coooolll: A Deep Learning System for Twitter Sentiment Classification	Aug 1, 2014	ClassificationDeep Learning	—Unverified	0
XRCE: Hybrid Classification for Aspect-based Sentiment Analysis	Aug 1, 2014	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
USF: Chunking for Aspect-term Identification \& Polarity Classification	Aug 1, 2014	Aspect-Based Sentiment Analysis (ABSA)Chunking	—Unverified	0
ULisboa: Identification and Classification of Medical Concepts	Aug 1, 2014	ClassificationGeneral Classification	—Unverified	0
Text Classification Using Association Rules, Dependency Pruning and Hyperonymization	Jul 28, 2014	ClassificationGeneral Classification	—Unverified	0
Performance evaluation of wavelet scattering network in image texture classification in various color spaces	Jul 24, 2014	ClassificationGeneral Classification	—Unverified	0
Quadratically constrained quadratic programming for classification using particle swarms and applications	Jul 23, 2014	Binary ClassificationClassification	—Unverified	0
Classification of Passes in Football Matches using Spatiotemporal Data	Jul 18, 2014	ClassificationGame of Football	—Unverified	0
LSDA: Large Scale Detection Through Adaptation	Jul 18, 2014	ClassificationGeneral Classification	CodeCode Available	0
Likelihood-free inference via classification	Jul 18, 2014	Bayesian InferenceClassification	—Unverified	0
An landcover fuzzy logic classification by maximumlikelihood	Jul 17, 2014	ClassificationGeneral Classification	—Unverified	0
Machine Learning Classification of SDSS Transient Survey Images	Jul 15, 2014	BIG-bench Machine LearningClassification	—Unverified	0
Learning Discriminative Stein Kernel for SPD Matrices and Its Applications	Jul 8, 2014	ClassificationGeneral Classification	CodeCode Available	0
Classification-based Approximate Policy Iteration: Experiments and Extended Discussions	Jul 2, 2014	ClassificationGeneral Classification	—Unverified	0
Geometric Tight Frame based Stylometry for Art Authentication of van Gogh Paintings	Jul 2, 2014	ClassificationGeneral Classification	—Unverified	0
Genre classification using Balanced Winnow in the DEFT 2014 challenge	Jul 1, 2014	ClassificationGeneral Classification	—Unverified	0
Mind the Nuisance: Gaussian Process Classification using Privileged Noise	Jul 1, 2014	ClassificationGeneral Classification	—Unverified	0
A new hierarchical method for inter-patient heartbeat classification using random projections and RR intervals	Jun 30, 2014	ClassificationGeneral Classification	—Unverified	0
Rates of Convergence for Nearest Neighbor Classification	Jun 30, 2014	ClassificationGeneral Classification	—Unverified	0
Face Image Classification by Pooling Raw Features	Jun 26, 2014	ClassificationFace Recognition	—Unverified	0
Local Inter-Session Variability Modelling for Object Classification	Jun 23, 2014	ClassificationFace Verification	—Unverified	0
Large-Scale Video Classification with Convolutional Neural Networks	Jun 23, 2014	Action RecognitionClassification	CodeCode Available	1
Committees of deep feedforward networks trained with few data	Jun 23, 2014	ClassificationGeneral Classification	—Unverified	0
A survey on phrase structure learning methods for text classification	Jun 21, 2014	ClassificationGeneral Classification	—Unverified	0
An Experimental Evaluation of Nearest Neighbour Time Series Classification	Jun 18, 2014	ClassificationDynamic Time Warping	—Unverified	0
Mass Classification Method in Mammogram Using Fuzzy K-Nearest Neighbour Equality	Jun 18, 2014	ClassificationGeneral Classification	—Unverified	0
Automatic Fado Music Classification	Jun 17, 2014	ClassificationGeneral Classification	—Unverified	0
Notes on hierarchical ensemble methods for DAG-structured taxonomies	Jun 17, 2014	ClassificationGeneral Classification	—Unverified	0
Towards a theory of granular sets	Jun 17, 2014	ClassificationGeneral Classification	—Unverified	0
Restricted Boltzmann Machine for Classification with Hierarchical Correlated Prior	Jun 13, 2014	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