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 5151–5200 of 12815 papers

Title	Date	Tasks	Status	Hype
Early and Revocable Time Series Classification	Sep 21, 2021	ClassificationDecision Making	—Unverified	0
Signal Classification using Smooth Coefficients of Multiple wavelets	Sep 21, 2021	ClassificationTime Series	—Unverified	0
On the Importance of Distractors for Few-Shot Classification	Sep 20, 2021	ClassificationContrastive Learning	CodeCode Available	1
Transforming Fake News: Robust Generalisable News Classification Using Transformers	Sep 20, 2021	ArticlesBinary Classification	CodeCode Available	0
Balanced-MixUp for Highly Imbalanced Medical Image Classification	Sep 20, 2021	Classificationimage-classification	CodeCode Available	1
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective Detection	Sep 20, 2021	ClassificationConnective Detection	CodeCode Available	0
Explaining Convolutional Neural Networks by Tagging Filters	Sep 20, 2021	Classificationimage-classification	—Unverified	0
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification	Sep 20, 2021	ClassificationEarth Observation	CodeCode Available	1
Class incremental learning for video action classification	Sep 19, 2021	Action ClassificationAction Recognition In Videos	—Unverified	0
Ensemble Learning using Error Correcting Output Codes: New Classification Error Bounds	Sep 18, 2021	ClassificationEnsemble Learning	—Unverified	0
Violence Detection in Videos	Sep 18, 2021	Binary ClassificationClassification	—Unverified	0
Solar cell patent classification method based on keyword extraction and deep neural network	Sep 18, 2021	ClassificationKeyword Extraction	—Unverified	0
Multimodal Classification: Current Landscape, Taxonomy and Future Directions	Sep 18, 2021	Classification	—Unverified	0
Commonsense Knowledge-Augmented Pretrained Language Models for Causal Reasoning Classification	Sep 17, 2021	ClassificationCommonsense Causal Reasoning	—Unverified	0
Supervised Relation Classification as Two-way Span-Prediction	Sep 17, 2021	ClassificationPrediction	—Unverified	0
Towards Comprehensive Patent Approval Predictions:Beyond Traditional Document Classification	Sep 17, 2021	ClassificationDocument Classification	—Unverified	0
Semi-Supervised Few-Shot Intent Classification and Slot Filling	Sep 17, 2021	ClassificationContrastive Learning	—Unverified	0
Adversarial Scrubbing of Demographic Information for Text Classification	Sep 17, 2021	Classificationtext-classification	CodeCode Available	0
Unsupervised domain adaptation with non-stochastic missing data	Sep 16, 2021	ClassificationDomain Adaptation	CodeCode Available	0
Weighted Graph-Based Signal Temporal Logic Inference Using Neural Networks	Sep 16, 2021	Classification	—Unverified	0
Soft Confusion Matrix Classifier for Stream Classification	Sep 16, 2021	ClassificationIncremental Learning	—Unverified	0
Partner-Assisted Learning for Few-Shot Image Classification	Sep 15, 2021	ClassificationFew-Shot Image Classification	—Unverified	0
Pose Transformers (POTR): Human Motion Prediction with Non-Autoregressive Transformers	Sep 15, 2021	ClassificationHuman motion prediction	CodeCode Available	1
Introducing an Abusive Language Classification Framework for Telegram to Investigate the German Hater Community	Sep 15, 2021	Abusive LanguageClassification	—Unverified	0
Dialog speech sentiment classification for imbalanced datasets	Sep 15, 2021	ClassificationSentiment Analysis	—Unverified	0
Multilevel profiling of situation and dialogue-based deep networks for movie genre classification using movie trailers	Sep 14, 2021	ClassificationGenre classification	—Unverified	0
Expert Knowledge-Guided Length-Variant Hierarchical Label Generation for Proposal Classification	Sep 14, 2021	ClassificationHierarchical Multi-label Classification	—Unverified	0
One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification	Sep 14, 2021	ClassificationFew-Shot Learning	—Unverified	0
Multi-Scale Input Strategies for Medulloblastoma Tumor Classification using Deep Transfer Learning	Sep 14, 2021	ClassificationTransfer Learning	—Unverified	0
Predicting Loss Risks for B2B Tendering Processes	Sep 14, 2021	Binary ClassificationClassification	—Unverified	0
Tribrid: Stance Classification with Neural Inconsistency Detection	Sep 14, 2021	ClassificationFact Checking	CodeCode Available	0
Specified Certainty Classification, with Application to Read Classification for Reference-Guided Metagenomic Assembly	Sep 13, 2021	Classification	—Unverified	0
Effectiveness of Pre-training for Few-shot Intent Classification	Sep 13, 2021	Classificationintent-classification	CodeCode Available	0
DSNet: A Dual-Stream Framework for Weakly-Supervised Gigapixel Pathology Image Analysis	Sep 13, 2021	Classificationwhole slide images	—Unverified	0
Learning-Based UE Classification in Millimeter-Wave Cellular Systems With Mobility	Sep 13, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Real-Time EMG Signal Classification via Recurrent Neural Networks	Sep 13, 2021	Classification	—Unverified	0
Mutual Supervision for Dense Object Detection	Sep 13, 2021	ClassificationDense Object Detection	—Unverified	0
On the Efficiency of Subclass Knowledge Distillation in Classification Tasks	Sep 12, 2021	Binary ClassificationClassification	—Unverified	0
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification	Sep 12, 2021	AllClassification	CodeCode Available	1
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction	Sep 11, 2021	ClassificationDeep Learning	CodeCode Available	1
Speaker Turn Modeling for Dialogue Act Classification	Sep 10, 2021	ClassificationDialogue Act Classification	CodeCode Available	1
Unsupervised classification of simulated magnetospheric regions	Sep 10, 2021	Classification	—Unverified	0
Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness	Sep 10, 2021	AttributeClassification	CodeCode Available	0
Dual-State Capsule Networks for Text Classification	Sep 10, 2021	ClassificationLanguage Modeling	—Unverified	0
Knowledge-Aware Meta-learning for Low-Resource Text Classification	Sep 10, 2021	ClassificationMeta-Learning	CodeCode Available	1
BotSpot: Deep Learning Classification of Bot Accounts within Twitter	Sep 8, 2021	ClassificationDeep Learning	—Unverified	0
Highly Scalable and Provably Accurate Classification in Poincare Balls	Sep 8, 2021	ClassificationTime Series Analysis	CodeCode Available	0
Robust Optimal Classification Trees Against Adversarial Examples	Sep 8, 2021	Classification	—Unverified	0
Open Aspect Target Sentiment Classification with Natural Language Prompts	Sep 8, 2021	ClassificationSentiment Analysis	CodeCode Available	1
Generatively Augmented Neural Network Watchdog for Image Classification Networks	Sep 7, 2021	ClassificationData Augmentation	—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