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 6201–6250 of 12815 papers

Title	Date	Tasks	Status	Hype
Contextual Argument Component Classification for Class Discussions	Feb 20, 2021	Argument MiningClassification	—Unverified	0
Intrapapillary Capillary Loop Classification in Magnification Endoscopy: Open Dataset and Baseline Methodology	Feb 19, 2021	Binary ClassificationClassification	CodeCode Available	0
Conditional Adversarial Networks for Multi-Domain Text Classification	Feb 19, 2021	ClassificationGeneral Classification	—Unverified	0
Image Classification using CNN for Traffic Signs in Pakistan	Feb 19, 2021	ClassificationGeneral Classification	—Unverified	0
Inferring Graph Signal Translations as Invariant Transformations for Classification Tasks	Feb 18, 2021	ClassificationGeneral Classification	—Unverified	0
Regular Expressions for Fast-response COVID-19 Text Classification	Feb 18, 2021	ClassificationGeneral Classification	—Unverified	0
Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training	Feb 17, 2021	ClassificationGeneral Classification	CodeCode Available	1
Generalization in Quantum Machine Learning: a Quantum Information Perspective	Feb 17, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Recommending Training Set Sizes for Classification	Feb 16, 2021	ClassificationGeneral Classification	—Unverified	0
Pattern Sampling for Shapelet-based Time Series Classification	Feb 16, 2021	ClassificationGeneral Classification	—Unverified	0
Topological Deep Learning: Classification Neural Networks	Feb 16, 2021	ArticlesClassification	—Unverified	0
Classification of multivariate weakly-labelled time-series with attention	Feb 16, 2021	ClassificationEEG	CodeCode Available	0
Constructing Multiclass Classifiers using Binary Classifiers Under Log-Loss	Feb 16, 2021	Classification	CodeCode Available	0
Instance Localization for Self-supervised Detection Pretraining	Feb 16, 2021	ClassificationGeneral Classification	CodeCode Available	1
Boosting Deep Transfer Learning for COVID-19 Classification	Feb 16, 2021	ClassificationComputed Tomography (CT)	—Unverified	0
Deep Neural Networks for Radar Waveform Classification	Feb 15, 2021	ClassificationGeneral Classification	—Unverified	0
Beyond the English Web: Zero-Shot Cross-Lingual and Lightweight Monolingual Classification of Registers	Feb 15, 2021	ClassificationCross-Lingual Transfer	CodeCode Available	0
Geometric feature performance under downsampling for EEG classification tasks	Feb 15, 2021	BenchmarkingClassification	—Unverified	0
MATCH: Metadata-Aware Text Classification in A Large Hierarchy	Feb 15, 2021	ClassificationGeneral Classification	CodeCode Available	1
Improved Customer Transaction Classification using Semi-Supervised Knowledge Distillation	Feb 15, 2021	ClassificationGeneral Classification	—Unverified	0
Cross-modal Adversarial Reprogramming	Feb 15, 2021	ClassificationGeneral Classification	CodeCode Available	1
Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification	Feb 15, 2021	ClassificationGeneral Classification	—Unverified	0
Costly Features Classification using Monte Carlo Tree Search	Feb 14, 2021	ClassificationGeneral Classification	—Unverified	0
Comprehensive Comparative Study of Multi-Label Classification Methods	Feb 14, 2021	ClassificationGeneral Classification	—Unverified	0
Multi-class Generative Adversarial Nets for Semi-supervised Image Classification	Feb 13, 2021	ClassificationDomain Adaptation	—Unverified	0
Deep Convolutional and Recurrent Networks for Polyphonic Instrument Classification from Monophonic Raw Audio Waveforms	Feb 13, 2021	Audio ClassificationClassification	—Unverified	0
AI Uncertainty Based on Rademacher Complexity and Shannon Entropy	Feb 12, 2021	ClassificationGeneral Classification	—Unverified	0
Reinforcement Learning For Data Poisoning on Graph Neural Networks	Feb 12, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Bootstrapping Large-Scale Fine-Grained Contextual Advertising Classifier from Wikipedia	Feb 12, 2021	ClassificationGeneral Classification	CodeCode Available	0
Mixed State Entanglement Classification using Artificial Neural Networks	Feb 11, 2021	ClassificationGeneral Classification	—Unverified	0
PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification	Feb 11, 2021	ClassificationGeneral Classification	—Unverified	0
Online Deterministic Annealing for Classification and Clustering	Feb 11, 2021	ClassificationClustering	CodeCode Available	0
Privacy-Preserving Graph Convolutional Networks for Text Classification	Feb 10, 2021	ClassificationGeneral Classification	CodeCode Available	0
Feature Analyses and Modelling of Lithium-ion Batteries Manufacturing based on Random Forest Classification	Feb 10, 2021	ClassificationFeature Importance	—Unverified	0
Large-Scale Training System for 100-Million Classification at Alibaba	Feb 9, 2021	ClassificationGeneral Classification	—Unverified	0
Estimation and Applications of Quantiles in Deep Binary Classification	Feb 9, 2021	Binary ClassificationClassification	CodeCode Available	0
Enhancing Audio Augmentation Methods with Consistency Learning	Feb 9, 2021	Audio ClassificationAudio Tagging	—Unverified	0
Improving Scene Graph Classification by Exploiting Knowledge from Texts	Feb 9, 2021	ClassificationGeneral Classification	—Unverified	0
Moving Object Classification with a Sub-6 GHz Massive MIMO Array using Real Data	Feb 9, 2021	ClassificationGeneral Classification	—Unverified	0
Fast discovery of multidimensional subsequences for robust trajectory classification	Feb 9, 2021	ClassificationGeneral Classification	—Unverified	0
Rationally Inattentive Utility Maximization for Interpretable Deep Image Classification	Feb 9, 2021	ClassificationDecision Making	CodeCode Available	0
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning	Feb 9, 2021	ClassificationGeneral Classification	—Unverified	0
An Enhanced Corpus for Arabic Newspapers Comments	Feb 8, 2021	ClassificationGeneral Classification	—Unverified	0
Identifying the Origin of Finger Vein Samples Using Texture Descriptors	Feb 8, 2021	ClassificationGeneral Classification	—Unverified	0
A Ranking Approach to Fair Classification	Feb 8, 2021	ClassificationDecision Making	—Unverified	0
Deep Learning Based Walking Tasks Classification in Older Adults using fNIRS	Feb 8, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Improving filling level classification with adversarial training	Feb 8, 2021	ClassificationGeneral Classification	—Unverified	0
Rapid Classification of Glaucomatous Fundus Images	Feb 8, 2021	ClassificationGeneral Classification	—Unverified	0
Plotting time: On the usage of CNNs for time series classification	Feb 8, 2021	ClassificationGeneral Classification	—Unverified	0
Soccer Event Detection Using Deep Learning	Feb 8, 2021	ClassificationDeep Learning	—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