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 4351–4400 of 12815 papers

Title	Date	Tasks	Status	Hype
ciscNet -- A Single-Branch Cell Instance Segmentation and Classification Network	Feb 25, 2022	ClassificationDecision Making	—Unverified	0
Faithful learning with sure data for lung nodule diagnosis	Feb 25, 2022	ClassificationLung Nodule Classification	—Unverified	0
HCIL: Hierarchical Class Incremental Learning for Longline Fishing Visual Monitoring	Feb 25, 2022	Classificationclass-incremental learning	—Unverified	0
Monogenic Wavelet Scattering Network for Texture Image Classification	Feb 25, 2022	Classificationimage-classification	—Unverified	0
Functional Classification of Bitcoin Addresses	Feb 24, 2022	Classification	—Unverified	0
A Fair Empirical Risk Minimization with Generalized Entropy	Feb 24, 2022	ClassificationFairness	CodeCode Available	0
Fine-grained TLS services classification with reject option	Feb 24, 2022	Classification	—Unverified	0
Exploring the Unfairness of DP-SGD Across Settings	Feb 24, 2022	ClassificationDeep Learning	—Unverified	0
New Benchmark for Household Garbage Image Recognition	Feb 24, 2022	Classificationimage-classification	—Unverified	0
Modulation and signal class labelling using active learning and classification using machine learning	Feb 23, 2022	Active LearningBIG-bench Machine Learning	—Unverified	0
Co-occurring Diseases Heavily Influence the Performance of Weakly Supervised Learning Models for Classification of Chest CT	Feb 23, 2022	Binary ClassificationClassification	—Unverified	0
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing	Feb 23, 2022	ClassificationData Augmentation	CodeCode Available	1
Exploring Edge Disentanglement for Node Classification	Feb 23, 2022	ClassificationDisentanglement	—Unverified	0
Fast Sparse Classification for Generalized Linear and Additive Models	Feb 23, 2022	Additive modelsClassification	CodeCode Available	1
Personalized PPG Normalization based on Subject Heartbeat in Resting State Condition	Feb 23, 2022	Binary ClassificationClassification	—Unverified	0
Prompt-Learning for Short Text Classification	Feb 23, 2022	ClassificationPrompt Learning	—Unverified	0
Multi-Teacher Knowledge Distillation for Incremental Implicitly-Refined Classification	Feb 23, 2022	ClassificationIncremental Learning	—Unverified	0
Universal adversarial perturbation for remote sensing images	Feb 22, 2022	ClassificationDecoder	—Unverified	0
Retrieval Augmented Classification for Long-Tail Visual Recognition	Feb 22, 2022	Classificationimage-classification	—Unverified	0
Improving Classification Model Performance on Chest X-Rays through Lung Segmentation	Feb 22, 2022	ClassificationSegmentation	—Unverified	0
Deep learning classification of large-scale point clouds: A case study on cuneiform tablets	Feb 22, 2022	Classification	CodeCode Available	0
Automatically Generating Counterfactuals for Relation Classification	Feb 22, 2022	ClassificationRelation	—Unverified	0
Inflation of test accuracy due to data leakage in deep learning-based classification of OCT images	Feb 21, 2022	Classification	CodeCode Available	0
Imbalanced Classification via Explicit Gradient Learning From Augmented Data	Feb 21, 2022	Classificationimbalanced classification	—Unverified	0
Domain-level Pairwise Semantic Interaction for Aspect-Based Sentiment Classification	Feb 21, 2022	ClassificationSentence	—Unverified	0
Model-Agnostic Augmentation for Accurate Graph Classification	Feb 21, 2022	ClassificationGraph Classification	CodeCode Available	1
Cell nuclei classification in histopathological images using hybrid OLConvNet	Feb 21, 2022	ClassificationDeep Learning	—Unverified	0
S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification	Feb 21, 2022	ClassificationData Augmentation	CodeCode Available	1
Hierarchical Interpretation of Neural Text Classification	Feb 20, 2022	Classificationtext-classification	CodeCode Available	0
Wavelet-Based Multi-Class Seizure Type Classification System	Feb 19, 2022	ClassificationDiagnostic	—Unverified	0
Data-Driven Mitigation of Adversarial Text Perturbation	Feb 19, 2022	Adversarial TextClassification	—Unverified	0
Deep Learning for Sleep Stages Classification: Modified Rectified Linear Unit Activation Function and Modified Orthogonal Weight Initialisation	Feb 18, 2022	Classification	—Unverified	0
Machine Learning for Touch Localization on Ultrasonic Wave Touchscreen	Feb 18, 2022	BIG-bench Machine LearningClassification	—Unverified	0
Functional Connectivity Based Classification of ADHD Using Different Atlases	Feb 18, 2022	ClassificationFunctional Connectivity	CodeCode Available	0
Out of Distribution Data Detection Using Dropout Bayesian Neural Networks	Feb 18, 2022	Classificationimage-classification	—Unverified	0
When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing	Feb 17, 2022	ClassificationCPU	—Unverified	0
On Guiding Visual Attention with Language Specification	Feb 17, 2022	ClassificationFairness	—Unverified	0
Visual Ground Truth Construction as Faceted Classification	Feb 17, 2022	ClassificationObject Recognition	—Unverified	0
Combining Varied Learners for Binary Classification using Stacked Generalization	Feb 17, 2022	Binary ClassificationClassification	—Unverified	0
GRAPHSHAP: Explaining Identity-Aware Graph Classifiers Through the Language of Motifs	Feb 17, 2022	ClassificationComputational Efficiency	—Unverified	0
Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition	Feb 16, 2022	ClassificationHandwriting Recognition	—Unverified	0
Probing Pretrained Models of Source Code	Feb 16, 2022	Classificationregression	CodeCode Available	0
TimeREISE: Time-series Randomized Evolving Input Sample Explanation	Feb 16, 2022	ClassificationExplainable artificial intelligence	—Unverified	0
Self-Supervised Class-Cognizant Few-Shot Classification	Feb 15, 2022	ClassificationContrastive Learning	CodeCode Available	0
Binary Classification for High Dimensional Data using Supervised Non-Parametric Ensemble Method	Feb 15, 2022	BIG-bench Machine LearningBinary Classification	—Unverified	0
G-Mixup: Graph Data Augmentation for Graph Classification	Feb 15, 2022	ClassificationData Augmentation	CodeCode Available	1
Few-shot semantic segmentation via mask aggregation	Feb 15, 2022	ClassificationFew-Shot Semantic Segmentation	CodeCode Available	0
Improving the repeatability of deep learning models with Monte Carlo dropout	Feb 15, 2022	AttributeBinary Classification	CodeCode Available	0
Sim-to-Real Domain Adaptation for Lane Detection and Classification in Autonomous Driving	Feb 15, 2022	Autonomous DrivingClassification	CodeCode Available	1
Random Walks for Adversarial Meshes	Feb 15, 2022	Adversarial AttackClassification	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