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 8001–8050 of 12815 papers

Title	Date	Tasks	Status	Hype
Variational Encoder-based Reliable Classification	Feb 19, 2020	BIG-bench Machine LearningClassification	—Unverified	0
A Systematic Comparison of Architectures for Document-Level Sentiment Classification	Feb 19, 2020	ClassificationDocument Classification	CodeCode Available	0
Investigating an approach for low resource language dataset creation, curation and classification: Setswana and Sepedi	Feb 18, 2020	ClassificationData Augmentation	—Unverified	0
Adversarial Deep Network Embedding for Cross-network Node Classification	Feb 18, 2020	ClassificationDomain Adaptation	CodeCode Available	1
Enzyme promiscuity prediction using hierarchy-informed multi-label classification	Feb 18, 2020	BIG-bench Machine LearningClassification	CodeCode Available	1
Text Classification with Lexicon from PreAttention Mechanism	Feb 18, 2020	ClassificationGeneral Classification	—Unverified	0
Unifying Graph Convolutional Neural Networks and Label Propagation	Feb 17, 2020	ClassificationGeneral Classification	CodeCode Available	1
Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks	Feb 17, 2020	ClassificationGeneral Classification	CodeCode Available	1
Breast Cancer Histopathology Image Classification and Localization using Multiple Instance Learning	Feb 16, 2020	ClassificationGeneral Classification	CodeCode Available	1
CRL: Class Representative Learning for Image Classification	Feb 16, 2020	ClassificationGeneral Classification	—Unverified	0
Multi-Class Classification from Noisy-Similarity-Labeled Data	Feb 16, 2020	ClassificationGeneral Classification	—Unverified	0
The Utility of General Domain Transfer Learning for Medical Language Tasks	Feb 16, 2020	ClassificationGeneral Classification	—Unverified	0
Single-cell entropy to quantify the cellular transcription from single-cell RNA-seq data	Feb 15, 2020	BenchmarkingClassification	CodeCode Available	1
Extreme Classification via Adversarial Softmax Approximation	Feb 15, 2020	ClassificationGeneral Classification	CodeCode Available	1
Automatic lesion segmentation and Pathological Myopia classification in fundus images	Feb 15, 2020	ClassificationGeneral Classification	—Unverified	0
A Comparison of Pooling Methods on LSTM Models for Rare Acoustic Event Classification	Feb 14, 2020	BenchmarkingClassification	—Unverified	0
Exploiting the Matching Information in the Support Set for Few Shot Event Classification	Feb 13, 2020	ClassificationFew-Shot Learning	—Unverified	0
Extended Target Tracking and Classification Using Neural Networks	Feb 13, 2020	ClassificationGeneral Classification	—Unverified	0
Superpixel Image Classification with Graph Attention Networks	Feb 13, 2020	ClassificationGeneral Classification	CodeCode Available	1
Boosting rare benthic macroinvertebrates taxa identification with one-class classification	Feb 12, 2020	ClassificationGeneral Classification	—Unverified	0
Improving automated segmentation of radio shows with audio embeddings	Feb 12, 2020	ClassificationGeneral Classification	—Unverified	0
Particle Competition and Cooperation for Semi-Supervised Learning with Label Noise	Feb 12, 2020	ClassificationGeneral Classification	—Unverified	0
Over-the-Air Adversarial Flickering Attacks against Video Recognition Networks	Feb 12, 2020	Action ClassificationClassification	CodeCode Available	1
Efficient Policy Learning from Surrogate-Loss Classification Reductions	Feb 12, 2020	Binary ClassificationClassification	CodeCode Available	0
Analysis Of Multi Field Of View Cnn And Attention Cnn On H&E Stained Whole-slide Images On Hepatocellular Carcinoma	Feb 12, 2020	ClassificationGeneral Classification	—Unverified	0
Efficient Structure-preserving Support Tensor Train Machine	Feb 12, 2020	Classification	CodeCode Available	0
Learning spatio-temporal representations with temporal squeeze pooling	Feb 11, 2020	Action RecognitionClassification	—Unverified	0
Imbalanced classification: a paradigm-based review	Feb 11, 2020	Binary ClassificationClassification	—Unverified	0
LoCEC: Local Community-based Edge Classification in Large Online Social Networks	Feb 11, 2020	ClassificationCommunity Detection	—Unverified	0
A Non-Intrusive Correction Algorithm for Classification Problems with Corrupted Data	Feb 11, 2020	ClassificationGeneral Classification	—Unverified	0
Learning with Out-of-Distribution Data for Audio Classification	Feb 11, 2020	Audio ClassificationClassification	CodeCode Available	1
A Computational Approach to Packet Classification	Feb 10, 2020	ClassificationGeneral Classification	CodeCode Available	1
Learning efficient structured dictionary for image classification	Feb 9, 2020	ClassificationDictionary Learning	—Unverified	0
Privacy-Preserving Image Classification in the Local Setting	Feb 9, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Robust binary classification with the 01 loss	Feb 9, 2020	Binary ClassificationClassification	CodeCode Available	0
On a scalable entropic breaching of the overfitting barrier in machine learning	Feb 8, 2020	BIG-bench Machine LearningClassification	—Unverified	0
PixelHop++: A Small Successive-Subspace-Learning-Based (SSL-based) Model for Image Classification	Feb 8, 2020	ClassificationGeneral Classification	—Unverified	0
Description Based Text Classification with Reinforcement Learning	Feb 8, 2020	ClassificationGeneral Classification	—Unverified	0
Intrinsic Dimension Estimation via Nearest Constrained Subspace Classifier	Feb 8, 2020	ClassificationGeneral Classification	—Unverified	0
CIFAR-10 Image Classification Using Feature Ensembles	Feb 7, 2020	ClassificationGeneral Classification	CodeCode Available	0
Cognitive Anthropomorphism of AI: How Humans and Computers Classify Images	Feb 7, 2020	ClassificationGeneral Classification	—Unverified	0
Learning Hyperspectral Feature Extraction and Classification with ResNeXt Network	Feb 7, 2020	ClassificationGeneral Classification	—Unverified	0
The Effect of Data Augmentation on Classification of Atrial Fibrillation in Short Single-Lead ECG Signals Using Deep Neural Networks	Feb 7, 2020	ClassificationData Augmentation	—Unverified	0
Quasi-Equivalence of Width and Depth of Neural Networks	Feb 6, 2020	ClassificationContinued fraction	—Unverified	0
Rényi Entropy Bounds on the Active Learning Cost-Performance Tradeoff	Feb 5, 2020	Active LearningClassification	—Unverified	0
On Positive-Unlabeled Classification in GAN	Feb 4, 2020	ClassificationGeneral Classification	CodeCode Available	1
Texture Classification using Block Intensity and Gradient Difference (BIGD) Descriptor	Feb 4, 2020	ClassificationGeneral Classification	—Unverified	0
Iterative Data Programming for Expanding Text Classification Corpora	Feb 4, 2020	ClassificationDenoising	—Unverified	0
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs	Feb 4, 2020	ClassificationGeneral Classification	—Unverified	0
Speech Emotion Recognition using Support Vector Machine	Feb 3, 2020	ClassificationEmotion Recognition	—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	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