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 7451–7500 of 12815 papers

Title	Date	Tasks	Status	Hype
Learning Interclass Relations for Image Classification	Jun 24, 2020	ClassificationGeneral Classification	—Unverified	0
Learning Semantically Enhanced Feature for Fine-Grained Image Classification	Jun 24, 2020	ClassificationFine-Grained Image Classification	CodeCode Available	1
Fairness with Overlapping Groups	Jun 24, 2020	ClassificationFairness	—Unverified	0
Learning Gradient Boosted Multi-label Classification Rules	Jun 23, 2020	ClassificationGeneral Classification	CodeCode Available	1
Graph Prototypical Networks for Few-shot Learning on Attributed Networks	Jun 23, 2020	ClassificationDrug Discovery	CodeCode Available	1
Inductive Unsupervised Domain Adaptation for Few-Shot Classification via Clustering	Jun 23, 2020	ClassificationClustering	CodeCode Available	1
DCNNs: A Transfer Learning comparison of Full Weapon Family threat detection for Dual-Energy X-Ray Baggage Imagery	Jun 23, 2020	ClassificationGeneral Classification	—Unverified	0
MANTRA: A Machine Learning reference lightcurve dataset for astronomical transient event recognition	Jun 23, 2020	BIG-bench Machine LearningBinary Classification	CodeCode Available	0
Classification with Quantum Machine Learning: A Survey	Jun 22, 2020	BIG-bench Machine LearningClassification	—Unverified	0
ELF: An Early-Exiting Framework for Long-Tailed Classification	Jun 22, 2020	ClassificationGeneral Classification	—Unverified	0
Using Company Specific Headlines and Convolutional Neural Networks to Predict Stock Fluctuations	Jun 22, 2020	ClassificationGeneral Classification	—Unverified	0
Wavelet Classification for Over-the-Air Non-Orthogonal Waveforms	Jun 21, 2020	ClassificationDiversity	—Unverified	0
The classification for High-dimension low-sample size data	Jun 21, 2020	ClassificationGeneral Classification	—Unverified	0
A Universal Representation Transformer Layer for Few-Shot Image Classification	Jun 21, 2020	ClassificationDomain Generalization	CodeCode Available	1
Classification Under Human Assistance	Jun 21, 2020	ClassificationGeneral Classification	CodeCode Available	0
A Novel Method for ECG Signal Classification via One-Dimensional Convolutional Neural Network	Jun 20, 2020	ClassificationGeneral Classification	—Unverified	0
Performance Evaluation of t-SNE and MDS Dimensionality Reduction Techniques with KNN, ENN and SVM Classifiers	Jun 20, 2020	ClassificationDimensionality Reduction	—Unverified	0
Interpretation of 3D CNNs for Brain MRI Data Classification	Jun 20, 2020	ClassificationGeneral Classification	CodeCode Available	1
Model family selection for classification using Neural Decision Trees	Jun 20, 2020	ClassificationGeneral Classification	—Unverified	0
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss	Jun 20, 2020	ClassificationDeep Learning	CodeCode Available	0
Unsupervised Image Classification for Deep Representation Learning	Jun 20, 2020	ClassificationClustering	CodeCode Available	0
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain	Jun 20, 2020	ClassificationGeneral Classification	—Unverified	0
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification	Jun 19, 2020	ClassificationFew-Shot Learning	CodeCode Available	1
Semi-supervised time series classification method for quantum computing	Jun 19, 2020	ClassificationGeneral Classification	—Unverified	0
Frost filtered scale-invariant feature extraction and multilayer perceptron for hyperspectral image classification	Jun 18, 2020	ClassificationGeneral Classification	—Unverified	0
Class-Attentive Diffusion Network for Semi-Supervised Classification	Jun 18, 2020	ClassificationGeneral Classification	CodeCode Available	0
Distribution-free binary classification: prediction sets, confidence intervals and calibration	Jun 18, 2020	Binary ClassificationClassification	CodeCode Available	1
Towards Threshold Invariant Fair Classification	Jun 18, 2020	BIG-bench Machine LearningClassification	—Unverified	0
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification	Jun 18, 2020	ClassificationGeneral Classification	—Unverified	0
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available	0
Enhancing Few-Shot Image Classification with Unlabelled Examples	Jun 17, 2020	ClassificationClustering	—Unverified	0
A block coordinate descent optimizer for classification problems exploiting convexity	Jun 17, 2020	ClassificationGeneral Classification	—Unverified	0
ChestX-Det10: Chest X-ray Dataset on Detection of Thoracic Abnormalities	Jun 17, 2020	ClassificationGeneral Classification	CodeCode Available	1
Visual and Textual Deep Feature Fusion for Document Image Classification	Jun 16, 2020	Classificationdocument-image-classification	—Unverified	0
Validation and generalization of pixel-wise relevance in convolutional neural networks trained for face classification	Jun 16, 2020	ClassificationFace Recognition	—Unverified	0
RaSE: Random Subspace Ensemble Classification	Jun 16, 2020	ClassificationGeneral Classification	—Unverified	0
Probabilistic Decoupling of Labels in Classification	Jun 16, 2020	ClassificationGeneral Classification	—Unverified	0
NodeNet: A Graph Regularised Neural Network for Node Classification	Jun 16, 2020	ClassificationGeneral Classification	—Unverified	0
Fine-Tuning DARTS for Image Classification	Jun 16, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
Cooking Is All About People: Comment Classification On Cookery Channels Using BERT and Classification Models (Malayalam-English Mix-Code)	Jun 15, 2020	AllClassification	—Unverified	0
Document Classification for COVID-19 Literature	Jun 15, 2020	ArticlesClassification	CodeCode Available	1
Classifying degraded images over various levels of degradation	Jun 15, 2020	ClassificationEnsemble Learning	—Unverified	0
Classification and Recognition of Encrypted EEG Data Neural Network	Jun 15, 2020	Brain Computer InterfaceClassification	—Unverified	0
ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping	Jun 15, 2020	ClassificationGeneral Classification	CodeCode Available	1
Robust Locality-Aware Regression for Labeled Data Classification	Jun 15, 2020	Classificationfeature selection	—Unverified	0
Stream-51: Streaming Classification and Novelty Detection from Videos	Jun 14, 2020	ClassificationGeneral Classification	CodeCode Available	1
Topology-aware Differential Privacy for Decentralized Image Classification	Jun 14, 2020	Classificationimage-classification	—Unverified	0
Classify and Generate Reciprocally: Simultaneous Positive-Unlabelled Learning and Conditional Generation with Extra Data	Jun 14, 2020	ClassificationGeneral Classification	—Unverified	0
Meta Approach to Data Augmentation Optimization	Jun 14, 2020	ClassificationData Augmentation	—Unverified	0
Explicitly Modeled Attention Maps for Image Classification	Jun 14, 2020	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