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

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Showing 3151–3200 of 12815 papers

Title	Date	Tasks	Status	Hype
Robustifying Deep Vision Models Through Shape Sensitization	Nov 14, 2022	ClassificationData Augmentation	—Unverified	0
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification	Nov 14, 2022	ClassificationMultiple Instance Learning	CodeCode Available	0
Stain-invariant self supervised learning for histopathology image analysis	Nov 14, 2022	ClassificationSelf-Supervised Learning	CodeCode Available	1
Enhancing Few-shot Image Classification with Cosine Transformer	Nov 13, 2022	ClassificationFew-Shot Image Classification	CodeCode Available	1
Deep Unsupervised Key Frame Extraction for Efficient Video Classification	Nov 12, 2022	ClassificationVideo Classification	—Unverified	0
The Far Side of Failure: Investigating the Impact of Speech Recognition Errors on Subsequent Dementia Classification	Nov 11, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
A Multimodal Embedding-Based Approach to Industry Classification in Financial Markets	Nov 11, 2022	Classification	CodeCode Available	1
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification	Nov 11, 2022	Classificationcounterfactual	—Unverified	0
Vocal Breath Sound Based Gender Classification	Nov 11, 2022	ClassificationGender Classification	CodeCode Available	0
Towards Human-Centred Explainability Benchmarks For Text Classification	Nov 10, 2022	ClassificationMisinformation	—Unverified	0
A classification performance evaluation measure considering data separability	Nov 10, 2022	Classification	—Unverified	0
Employing Graph Representations for Cell-level Characterization of Melanoma MELC Samples	Nov 10, 2022	ClassificationGraph Neural Network	—Unverified	0
Few-shot Classification with Hypersphere Modeling of Prototypes	Nov 10, 2022	ClassificationFew-Shot Learning	—Unverified	0
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions	Nov 10, 2022	2D Object DetectionClassification	CodeCode Available	4
Transformers Meet Small Datasets	Nov 9, 2022	Classification	—Unverified	0
Soft Augmentation for Image Classification	Nov 9, 2022	ClassificationData Augmentation	CodeCode Available	1
Framework Construction of an Adversarial Federated Transfer Learning Classifier	Nov 9, 2022	ClassificationDiagnostic	—Unverified	0
Learning advisor networks for noisy image classification	Nov 8, 2022	Classificationimage-classification	CodeCode Available	0
Hyperbolic Centroid Calculations for Text Classification	Nov 8, 2022	Classificationtext-classification	—Unverified	0
Contrastive Classification and Representation Learning with Probabilistic Interpretation	Nov 7, 2022	ClassificationContrastive Learning	—Unverified	0
Zero-Shot Classification by Logical Reasoning on Natural Language Explanations	Nov 7, 2022	ClassificationLogical Reasoning	CodeCode Available	0
Application of Graph Neural Networks and graph descriptors for graph classification	Nov 7, 2022	ClassificationDrug Discovery	—Unverified	0
Hierarchical Multi-Label Classification of Scientific Documents	Nov 5, 2022	ClassificationHierarchical Multi-label Classification	CodeCode Available	1
Feature Selection for Classification with QAOA	Nov 5, 2022	ClassificationCombinatorial Optimization	—Unverified	0
Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP Block	Nov 5, 2022	Audio ClassificationClassification	CodeCode Available	1
Behavior Score-Embedded Brain Encoder Network for Improved Classification of Alzheimer Disease Using Resting State fMRI	Nov 4, 2022	Classification	—Unverified	0
Extending Logic Explained Networks to Text Classification	Nov 4, 2022	ClassificationSensitivity	CodeCode Available	1
Automatic classification of deformable shapes	Nov 4, 2022	ClassificationDescriptive	—Unverified	0
Optimal Compression for Minimizing Classification Error Probability: an Information-Theoretic Approach	Nov 3, 2022	ClassificationData Compression	—Unverified	0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria	Nov 3, 2022	ClassificationDiagnostic	—Unverified	0
Fair and Optimal Classification via Post-Processing	Nov 3, 2022	AttributeClassification	CodeCode Available	1
MuMIC -- Multimodal Embedding for Multi-label Image Classification with Tempered Sigmoid	Nov 2, 2022	Classificationimage-classification	—Unverified	0
Low-Resource Music Genre Classification with Cross-Modal Neural Model Reprogramming	Nov 2, 2022	ClassificationGenre classification	CodeCode Available	1
Generalized Consistent Multi-Class Classification with Rejection to be Compatible with Arbitrary Losses	Nov 1, 2022	ClassificationMulti-class Classification	CodeCode Available	0
Maximum Likelihood Distillation for Robust Modulation Classification	Nov 1, 2022	ClassificationKnowledge Distillation	—Unverified	0
A new filter for dimensionality reduction and classification of hyperspectral images using GLCM features and mutual information	Nov 1, 2022	ClassificationClassification Of Hyperspectral Images	—Unverified	0
Galaxy classification: a deep learning approach for classifying Sloan Digital Sky Survey images	Nov 1, 2022	Classification	CodeCode Available	0
Robust Classification of Digitally Modulated Signals Using Capsule Networks and Cyclic Cumulant Features	Nov 1, 2022	ClassificationRobust classification	—Unverified	0
A General Search-based Framework for Generating Textual Counterfactual Explanations	Nov 1, 2022	Classificationcounterfactual	—Unverified	0
Road Damages Detection and Classification with YOLOv7	Oct 31, 2022	ClassificationDeep Learning	—Unverified	0
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	0
Improving Cause-of-Death Classification from Verbal Autopsy Reports	Oct 31, 2022	ClassificationDomain Adaptation	—Unverified	0
Zero-Shot Text Classification with Self-Training	Oct 31, 2022	ClassificationNatural Language Inference	CodeCode Available	1
SEVGGNet-LSTM: a fused deep learning model for ECG classification	Oct 31, 2022	ClassificationDeep Learning	—Unverified	0
Studying inductive biases in image classification task	Oct 31, 2022	Classificationimage-classification	—Unverified	0
BOREx: Bayesian-Optimization--Based Refinement of Saliency Map for Image- and Video-Classification Models	Oct 31, 2022	Bayesian OptimizationClassification	—Unverified	0
Parameter-Efficient Tuning Makes a Good Classification Head	Oct 30, 2022	ClassificationNatural Language Understanding	CodeCode Available	1
Multi-view Multi-label Anomaly Network Traffic Classification based on MLP-Mixer Neural Network	Oct 30, 2022	ClassificationTraffic Classification	—Unverified	0
When Do We Need Graph Neural Networks for Node Classification?	Oct 30, 2022	ClassificationInductive Bias	—Unverified	0
Learning Heuristics for the Maximum Clique Enumeration Problem Using Low Dimensional Representations	Oct 30, 2022	ClassificationCombinatorial Optimization	—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