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 7251–7300 of 12815 papers

Title	Date	Tasks	Status	Hype
TR-GAN: Topology Ranking GAN with Triplet Loss for Retinal Artery/Vein Classification	Jul 29, 2020	ClassificationGeneral Classification	—Unverified	0
Composer Style Classification of Piano Sheet Music Images Using Language Model Pretraining	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents	Jul 29, 2020	ClassificationFact Checking	—Unverified	0
Leveraging Adversarial Training in Self-Learning for Cross-Lingual Text Classification	Jul 29, 2020	ClassificationGeneral Classification	—Unverified	0
Generative Classifiers as a Basis for Trustworthy Image Classification	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available	1
Machine-Learning Study using Improved Correlation Configuration and Application to Quantum Monte Carlo Simulation	Jul 29, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Difficulty-aware Glaucoma Classification with Multi-Rater Consensus Modeling	Jul 29, 2020	ClassificationGeneral Classification	—Unverified	0
#Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization	Jul 29, 2020	ClassificationData Augmentation	—Unverified	0
MACD R-CNN: An Abnormal Cell Nucleus Detection Method	Jul 28, 2020	Cell DetectionClassification	—Unverified	0
DSC IIT-ISM at SemEval-2020 Task 8: Bi-Fusion Techniques for Deep Meme Emotion Analysis	Jul 28, 2020	ClassificationEmotion Recognition	CodeCode Available	0
Class maps for visualizing classification results	Jul 28, 2020	ClassificationGeneral Classification	—Unverified	0
Variants of BERT, Random Forests and SVM approach for Multimodal Emotion-Target Sub-challenge	Jul 28, 2020	ClassificationEmotion Recognition	—Unverified	0
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases	Jul 28, 2020	ClassificationGeneral Classification	—Unverified	0
Deep Hashing with Hash-Consistent Large Margin Proxy Embeddings	Jul 27, 2020	BinarizationClassification	—Unverified	0
Label-Consistency based Graph Neural Networks for Semi-supervised Node Classification	Jul 27, 2020	ClassificationGeneral Classification	—Unverified	0
Contraction Mapping of Feature Norms for Classifier Learning on the Data with Different Quality	Jul 27, 2020	ClassificationFace Recognition	—Unverified	0
The MAMe Dataset: On the relevance of High Resolution and Variable Shape image properties	Jul 27, 2020	ClassificationGeneral Classification	CodeCode Available	1
Receptive-Field Regularized CNNs for Music Classification and Tagging	Jul 27, 2020	ClassificationGeneral Classification	CodeCode Available	1
Robust Collective Classification against Structural Attacks	Jul 26, 2020	Adversarial RobustnessClassification	—Unverified	0
Fully Bayesian Analysis of the Relevance Vector Machine Classification for Imbalanced Data	Jul 26, 2020	ClassificationGeneral Classification	—Unverified	0
A Preliminary Exploration into an Alternative CellLineNet: An Evolutionary Approach	Jul 26, 2020	ClassificationGeneral Classification	—Unverified	0
Benchmarking Multivariate Time Series Classification Algorithms	Jul 26, 2020	BenchmarkingClassification	—Unverified	0
Effect of Text Processing Steps on Twitter Sentiment Classification using Word Embedding	Jul 25, 2020	ClassificationGeneral Classification	—Unverified	0
DD-CNN: Depthwise Disout Convolutional Neural Network for Low-complexity Acoustic Scene Classification	Jul 25, 2020	Acoustic Scene ClassificationClassification	—Unverified	0
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains	Jul 24, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
FiSSA at SemEval-2020 Task 9: Fine-tuned For Feelings	Jul 24, 2020	ClassificationGeneral Classification	CodeCode Available	0
Exploiting the Surrogate Gap in Online Multiclass Classification	Jul 24, 2020	ClassificationGeneral Classification	—Unverified	0
MurTree: Optimal Classification Trees via Dynamic Programming and Search	Jul 24, 2020	ClassificationFairness	CodeCode Available	0
Multi-view adaptive graph convolutions for graph classification	Jul 24, 2020	ClassificationGeneral Classification	—Unverified	0
The foundations of cost-sensitive causal classification	Jul 24, 2020	ClassificationDecision Making	—Unverified	0
Proposal for a Comprehensive (Crypto) Asset Taxonomy	Jul 23, 2020	ClassificationGeneral Classification	—Unverified	0
Zero-Shot Recognition through Image-Guided Semantic Classification	Jul 23, 2020	ClassificationGeneral Classification	—Unverified	0
Right for the Right Reason: Making Image Classification Robust	Jul 23, 2020	ClassificationGeneral Classification	—Unverified	0
AttentionNAS: Spatiotemporal Attention Cell Search for Video Classification	Jul 23, 2020	ClassificationGeneral Classification	—Unverified	0
A Novel Spatial-Spectral Framework for the Classification of Hyperspectral Satellite Imagery	Jul 22, 2020	ClassificationGeneral Classification	—Unverified	0
Leveraging Undiagnosed Data for Glaucoma Classification with Teacher-Student Learning	Jul 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
InstanceFlow: Visualizing the Evolution of Classifier Confusion on the Instance Level	Jul 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
DEAL: Deep Evidential Active Learning for Image Classification	Jul 22, 2020	Active LearningClassification	CodeCode Available	1
Attention based Multiple Instance Learning for Classification of Blood Cell Disorders	Jul 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
Fragments-Expert: A Graphical User Interface MATLAB Toolbox for Classification of File Fragments	Jul 22, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Feature based Sequential Classifier with Attention Mechanism	Jul 22, 2020	ClassificationGeneral Classification	CodeCode Available	0
Rethinking CNN Models for Audio Classification	Jul 22, 2020	Audio ClassificationClassification	CodeCode Available	1
C-CNN: Contourlet Convolutional Neural Networks	Jul 21, 2020	ClassificationTexture Classification	CodeCode Available	1
Multi-label Thoracic Disease Image Classification with Cross-Attention Networks	Jul 21, 2020	ClassificationGeneral Classification	—Unverified	0
CyCNN: A Rotation Invariant CNN using Polar Mapping and Cylindrical Convolution Layers	Jul 21, 2020	ClassificationData Augmentation	CodeCode Available	1
Joint Visual and Temporal Consistency for Unsupervised Domain Adaptive Person Re-Identification	Jul 21, 2020	ClassificationDomain Adaptive Person Re-Identification	—Unverified	0
Segmentation of the Left Ventricle by SDD double threshold selection and CHT	Jul 21, 2020	ClassificationGeneral Classification	—Unverified	0
newsSweeper at SemEval-2020 Task 11: Context-Aware Rich Feature Representations For Propaganda Classification	Jul 21, 2020	ArticlesClassification	CodeCode Available	1
Representative-Discriminative Learning for Open-set Land Cover Classification of Satellite Imagery	Jul 21, 2020	ClassificationGeneral Classification	CodeCode Available	1

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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