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 6801–6850 of 12815 papers

Title	Date	Tasks	Status	Hype
Text Graph Transformer for Document Classification	Nov 1, 2020	ClassificationDocument Classification	—Unverified	0
Towards More Accurate Uncertainty Estimation In Text Classification	Nov 1, 2020	ClassificationGeneral Classification	CodeCode Available	0
Within-Between Lexical Relation Classification	Nov 1, 2020	ClassificationGeneral Classification	—Unverified	0
Task-oriented Domain-specific Meta-Embedding for Text Classification	Nov 1, 2020	ClassificationGeneral Classification	—Unverified	0
Less is More: Attention Supervision with Counterfactuals for Text Classification	Nov 1, 2020	Classificationcounterfactual	—Unverified	0
Affective Event Classification with Discourse-enhanced Self-training	Nov 1, 2020	ClassificationGeneral Classification	CodeCode Available	0
META: Metadata-Empowered Weak Supervision for Text Classification	Nov 1, 2020	ClassificationGeneral Classification	CodeCode Available	0
Modularized Syntactic Neural Networks for Sentence Classification	Nov 1, 2020	ClassificationGeneral Classification	—Unverified	0
Active Learning for BERT: An Empirical Study	Nov 1, 2020	Active LearningBinary text classification	CodeCode Available	1
Improving Out-of-Scope Detection in Intent Classification by Using Embeddings of the Word Graph Space of the Classes	Nov 1, 2020	ClassificationGeneral Classification	—Unverified	0
Inducing Target-Specific Latent Structures for Aspect Sentiment Classification	Nov 1, 2020	ClassificationDependency Parsing	—Unverified	0
Be More with Less: Hypergraph Attention Networks for Inductive Text Classification	Nov 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Brain Tumor Classification Using Medial Residual Encoder Layers	Nov 1, 2020	Brain Tumor ClassificationClassification	—Unverified	0
A Study of Image Pre-processing for Faster Object Recognition	Oct 31, 2020	ClassificationGeneral Classification	—Unverified	0
Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification	Oct 31, 2020	ClassificationCross-Domain Few-Shot	—Unverified	0
Fair Classification with Group-Dependent Label Noise	Oct 31, 2020	ClassificationFairness	CodeCode Available	0
Weakly Supervised 3D Classification of Chest CT using Aggregated Multi-Resolution Deep Segmentation Features	Oct 31, 2020	3D ClassificationBinary Classification	CodeCode Available	1
Knowledge-Based Construction of Confusion Matrices for Multi-Label Classification Algorithms using Semantic Similarity Measures	Oct 30, 2020	ClassificationGeneral Classification	—Unverified	0
On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks	Oct 30, 2020	ClassificationGeneral Classification	CodeCode Available	0
Classifying Malware Images with Convolutional Neural Network Models	Oct 30, 2020	ClassificationGeneral Classification	—Unverified	0
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification	Oct 30, 2020	ClassificationDescriptive	—Unverified	0
HyperText: Endowing FastText with Hyperbolic Geometry	Oct 30, 2020	ClassificationGeneral Classification	CodeCode Available	0
Measure Inducing Classification and Regression Trees for Functional Data	Oct 30, 2020	ClassificationGeneral Classification	—Unverified	0
C-Net: A Reliable Convolutional Neural Network for Biomedical Image Classification	Oct 30, 2020	ClassificationGeneral Classification	CodeCode Available	0
Development and Evaluation of a Deep Neural Network for Histologic Classification of Renal Cell Carcinoma on Biopsy and Surgical Resection Slides	Oct 30, 2020	ClassificationDiagnostic	—Unverified	0
Short Text Classification Approach to Identify Child Sexual Exploitation Material	Oct 29, 2020	ClassificationGeneral Classification	—Unverified	0
Robustifying Binary Classification to Adversarial Perturbation	Oct 29, 2020	BIG-bench Machine LearningBinary Classification	—Unverified	0
Semi-Supervised Speech Recognition via Graph-based Temporal Classification	Oct 29, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Multiple Sclerosis Severity Classification From Clinical Text	Oct 29, 2020	ClassificationGeneral Classification	—Unverified	0
Collaborative Method for Incremental Learning on Classification and Generation	Oct 29, 2020	AttributeClassification	—Unverified	0
Augmenting transferred representations for stock classification	Oct 28, 2020	ClassificationData Augmentation	—Unverified	0
SigNet: A Novel Deep Learning Framework for Radio Signal Classification	Oct 28, 2020	ClassificationDeep Learning	—Unverified	0
NILM as a regression versus classification problem: the importance of thresholding	Oct 28, 2020	ClassificationGeneral Classification	CodeCode Available	1
The geometry of integration in text classification RNNs	Oct 28, 2020	ClassificationGeneral Classification	CodeCode Available	0
Predicting Classification Accuracy When Adding New Unobserved Classes	Oct 28, 2020	Brain DecodingClassification	—Unverified	0
Graph embedding using multi-layer adjacent point merging model	Oct 28, 2020	Classificationfeature selection	—Unverified	0
Handling Class Imbalance in Low-Resource Dialogue Systems by Combining Few-Shot Classification and Interpolation	Oct 28, 2020	ClassificationDialogue Act Classification	CodeCode Available	0
Evaluating data augmentation for financial time series classification	Oct 28, 2020	ClassificationData Augmentation	CodeCode Available	0
A Chinese Text Classification Method With Low Hardware Requirement Based on Improved Model Concatenation	Oct 28, 2020	ClassificationEnsemble Learning	—Unverified	0
Large-Scale MIDI-based Composer Classification	Oct 28, 2020	ClassificationGeneral Classification	—Unverified	0
Crop and weed classification based on AutoML	Oct 28, 2020	AutoMLClassification	—Unverified	0
Improving Text Relationship Modeling with Artificial Data	Oct 27, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Predicting Themes within Complex Unstructured Texts: A Case Study on Safeguarding Reports	Oct 27, 2020	ClassificationGeneral Classification	—Unverified	0
Spatio-temporal encoding improves neuromorphic tactile texture classification	Oct 27, 2020	ClassificationGeneral Classification	—Unverified	0
Selective Classification Can Magnify Disparities Across Groups	Oct 27, 2020	ClassificationGeneral Classification	CodeCode Available	0
Enhanced Classification Accuracy for Cardiotocogram Data with Ensemble Feature Selection and Classifier Ensemble	Oct 27, 2020	ClassificationEnsemble Learning	—Unverified	0
Emotion recognition by fusing time synchronous and time asynchronous representations	Oct 27, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Asymptotic Behavior of Adversarial Training in Binary Classification	Oct 26, 2020	Binary ClassificationClassification	—Unverified	0
Meta-Learning for Neural Relation Classification with Distant Supervision	Oct 26, 2020	ClassificationGeneral Classification	—Unverified	0
Deep Kernel Supervised Hashing for Node Classification in Structural Networks	Oct 26, 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