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 8651–8700 of 12815 papers

Title	Date	Tasks	Status	Hype
Receptive-field-regularized CNN variants for acoustic scene classification	Sep 5, 2019	Acoustic Scene ClassificationClassification	CodeCode Available	1
HSI-BERT: Hyperspectral Image Classification Using the Bidirectional Encoder Representation From Transformers	Sep 4, 2019	ClassificationFew-Shot Image Classification	—Unverified	0
Faster and Accurate Classification for JPEG2000 Compressed Images in Networked Applications	Sep 4, 2019	ClassificationGeneral Classification	—Unverified	0
Annotation and Classification of Sentence-level Revision Improvement	Sep 3, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Rates of Convergence for Large-scale Nearest Neighbor Classification	Sep 3, 2019	ClassificationGeneral Classification	CodeCode Available	0
Neural Attentive Bag-of-Entities Model for Text Classification	Sep 3, 2019	ClassificationGeneral Classification	CodeCode Available	1
STaDA: Style Transfer as Data Augmentation	Sep 3, 2019	ClassificationData Augmentation	—Unverified	0
A Geometry-Sensitive Approach for Photographic Style Classification	Sep 3, 2019	ClassificationData Augmentation	CodeCode Available	0
Reinforcing Medical Image Classifier to Improve Generalization on Small Datasets	Sep 2, 2019	ClassificationGeneral Classification	—Unverified	0
Targeted Example Generation for Compilation Errors	Sep 2, 2019	ClassificationGeneral Classification	CodeCode Available	0
Term Based Semantic Clusters for Very Short Text Classification	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Semantic Role Labeling with Pretrained Language Models for Known and Unknown Predicates	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Sentiment Polarity Detection in Azerbaijani Social News Articles	Sep 1, 2019	ArticlesClassification	—Unverified	0
Turkish Tweet Classification with Transformer Encoder	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Quotation Detection and Classification with a Corpus-Agnostic Model	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Classification of Micro-Texts Using Sub-Word Embeddings	Sep 1, 2019	Authorship AttributionClassification	—Unverified	0
Moral Stance Recognition and Polarity Classification from Twitter and Elicited Text	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Comparison of Machine Learning Approaches for Industry Classification Based on Textual Descriptions of Companies	Sep 1, 2019	ArticlesBIG-bench Machine Learning	—Unverified	0
Linguistic classification: dealing jointly with irrelevance and inconsistency	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Classification Approaches to Identify Informative Tweets	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Linguistic features and proficiency classification in L2 Spanish and L2Portuguese.	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Cross-Domain Sentiment Classification using Vector Embedded Domain Representations	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Multiclass Text Classification on Unbalanced, Sparse and Noisy Data	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks	Sep 1, 2019	Binary ClassificationClassification	—Unverified	0
Zero-shot transfer for implicit discourse relation classification	Sep 1, 2019	ClassificationGeneral Classification	—Unverified	0
Topics to Avoid: Demoting Latent Confounds in Text Classification	Sep 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms	Aug 31, 2019	BIG-bench Machine LearningBinary Classification	—Unverified	0
Out-of-Domain Detection for Low-Resource Text Classification Tasks	Aug 31, 2019	BIG-bench Machine LearningClassification	CodeCode Available	0
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach	Aug 31, 2019	ArticlesBenchmarking	CodeCode Available	2
Learning with Noisy Labels for Sentence-level Sentiment Classification	Aug 31, 2019	ClassificationGeneral Classification	—Unverified	0
Sequential Learning of Convolutional Features for Effective Text Classification	Aug 30, 2019	ClassificationGeneral Classification	—Unverified	0
Multilingual and Multi-Aspect Hate Speech Analysis	Aug 29, 2019	ClassificationGeneral Classification	CodeCode Available	0
Human-grounded Evaluations of Explanation Methods for Text Classification	Aug 29, 2019	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning for Estimating Synaptic Health of Primary Neuronal Cell Culture	Aug 29, 2019	Binary ClassificationClassification	—Unverified	0
A Concert-planning Tool for Independent Musicians by Machine Learning Models	Aug 29, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Online Sensor Hallucination via Knowledge Distillation for Multimodal Image Classification	Aug 28, 2019	ClassificationDecision Making	—Unverified	0
Hierarchical Text Classification with Reinforced Label Assignment	Aug 27, 2019	ClassificationDeep Reinforcement Learning	CodeCode Available	0
Early Classification for Agricultural Monitoring from Satellite Time Series	Aug 27, 2019	ClassificationEarly Classification	—Unverified	0
Key Protected Classification for Collaborative Learning	Aug 27, 2019	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning-Based Strategy for Macromolecules Classification with Imbalanced Data from Cellular Electron Cryotomography	Aug 27, 2019	ClassificationDeep Learning	—Unverified	0
Unsupervised Deep Feature Transfer for Low Resolution Image Classification	Aug 27, 2019	ClassificationGeneral Classification	—Unverified	0
Rethinking Attribute Representation and Injection for Sentiment Classification	Aug 26, 2019	AttributeClassification	CodeCode Available	0
Multi-Path Learnable Wavelet Neural Network for Image Classification	Aug 26, 2019	ClassificationData Augmentation	—Unverified	0
Deep Ancient Roman Republican Coin Classification via Feature Fusion and Attention	Aug 26, 2019	ClassificationGeneral Classification	CodeCode Available	0
Gated Convolutional Networks with Hybrid Connectivity for Image Classification	Aug 26, 2019	Adversarial DefenseClassification	CodeCode Available	0
A Convolutional Neural Network with Mapping Layers for Hyperspectral Image Classification	Aug 26, 2019	ClassificationGeneral Classification	—Unverified	0
Machine-learning enables Image Reconstruction and Classification in a "see-through" camera	Aug 25, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Texture and Structure Two-view Classification of Images	Aug 25, 2019	ClassificationGeneral Classification	—Unverified	0
LightMC: A Dynamic and Efficient Multiclass Decomposition Algorithm	Aug 25, 2019	ClassificationGeneral Classification	—Unverified	0
Consistent Classification with Generalized Metrics	Aug 24, 2019	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	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