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 4651–4700 of 12815 papers

Title	Date	Tasks	Status	Hype
Text Classification Models for Form Entity Linking	Dec 14, 2021	ClassificationDiversity	CodeCode Available	1
Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification	Dec 13, 2021	ClassificationDocument Classification	CodeCode Available	1
HiClass: a Python library for local hierarchical classification compatible with scikit-learn	Dec 13, 2021	Classification	CodeCode Available	1
The Overlooked Classifier in Human-Object Interaction Recognition	Dec 13, 2021	ClassificationHuman-Object Interaction Detection	—Unverified	0
Accelerating Deep Learning Classification with Error-controlled Approximate-key Caching	Dec 13, 2021	ClassificationDeep Learning	—Unverified	0
Khmer Text Classification Using Word Embedding and Neural Networks	Dec 13, 2021	ClassificationMulti Label Text Classification	—Unverified	0
A Survey of Toxic Comment Classification Methods	Dec 13, 2021	ClassificationSurvey	—Unverified	0
Learning Nigerian accent embeddings from speech: preliminary results based on SautiDB-Naija corpus	Dec 12, 2021	Classification	—Unverified	0
Reading Task Classification Using EEG and Eye-Tracking Data	Dec 12, 2021	ClassificationEEG	CodeCode Available	0
On Automatic Data Augmentation for 3D Point Cloud Classification	Dec 11, 2021	3D Object Classification3D Object Recognition	CodeCode Available	0
Multi-Attention Multiple Instance Learning	Dec 11, 2021	ClassificationMultiple Instance Learning	—Unverified	0
Malware Classification Using Static Disassembly and Machine Learning	Dec 10, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
Mathematical models of COVID-19 spread	Dec 10, 2021	ClassificationStochastic Optimization	—Unverified	0
A Discriminative Channel Diversification Network for Image Classification	Dec 10, 2021	Classificationimage-classification	CodeCode Available	0
Dynamic hardware system for cascade SVM classification of melanoma	Dec 10, 2021	ClassificationDiagnostic	—Unverified	0
The Large Labelled Logo Dataset (L3D): A Multipurpose and Hand-Labelled Continuously Growing Dataset	Dec 10, 2021	ClassificationImage Classification	CodeCode Available	1
Classification of genetic variants using machine learning	Dec 9, 2021	BIG-bench Machine LearningClassification	CodeCode Available	0
Amicable Aid: Perturbing Images to Improve Classification Performance	Dec 9, 2021	Adversarial AttackClassification	—Unverified	0
Classification of Anuran Frog Species Using Machine Learning	Dec 9, 2021	BIG-bench Machine LearningClassification	—Unverified	0
On The Effect Of Coding Artifacts On Acoustic Scene Classification	Dec 9, 2021	Acoustic Scene ClassificationAudio Compression	—Unverified	0
On multivariate randomized classification trees: l_0-based sparsity, VC~dimension and decomposition methods	Dec 9, 2021	Classificationfeature selection	—Unverified	0
"What can I cook with these ingredients?" -- Understanding cooking-related information needs in conversational search	Dec 9, 2021	ClassificationConversational Search	CodeCode Available	0
Unimodal Face Classification with Multimodal Training	Dec 8, 2021	ClassificationFace Recognition	CodeCode Available	0
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge Augmentation	Dec 8, 2021	ClassificationQuestion Answering	CodeCode Available	0
MASTAF: A Model-Agnostic Spatio-Temporal Attention Fusion Network for Few-shot Video Classification	Dec 8, 2021	ClassificationVideo Classification	CodeCode Available	0
Enhancing Counterfactual Classification via Self-Training	Dec 8, 2021	Classificationcounterfactual	CodeCode Available	0
Merging Subject Matter Expertise and Deep Convolutional Neural Network for State-Based Online Machine-Part Interaction Classification	Dec 8, 2021	Change Point DetectionClassification	—Unverified	0
Few-Shot Image Classification Along Sparse Graphs	Dec 7, 2021	ClassificationFew-Shot Image Classification	—Unverified	0
Dyadic Sex Composition and Task Classification Using fNIRS Hyperscanning Data	Dec 7, 2021	ClassificationDynamic Time Warping	CodeCode Available	0
Evaluating Generic Auto-ML Tools for Computational Pathology	Dec 7, 2021	AutoMLClassification	—Unverified	0
Shrub Ensembles for Online Classification	Dec 7, 2021	Classification	CodeCode Available	0
Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents	Dec 6, 2021	ClassificationDecision Making	—Unverified	0
Label Hallucination for Few-Shot Classification	Dec 6, 2021	ClassificationFew-Shot Learning	CodeCode Available	1
Curriculum Meta-Learning for Few-shot Classification	Dec 6, 2021	ClassificationFew-Shot Image Classification	CodeCode Available	0
Interpretable Image Classification with Differentiable Prototypes Assignment	Dec 6, 2021	Classificationimage-classification	CodeCode Available	1
Hard Sample Aware Noise Robust Learning for Histopathology Image Classification	Dec 5, 2021	Classificationimage-classification	CodeCode Available	1
Quantum Machine Learning for Radio Astronomy	Dec 5, 2021	AstronomyBIG-bench Machine Learning	—Unverified	0
Toward Real-World Voice Disorder Classification	Dec 5, 2021	ClassificationModel Compression	—Unverified	0
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks	Dec 5, 2021	ClassificationContinual Learning	—Unverified	0
Adaptive label thresholding methods for online multi-label classification	Dec 4, 2021	ClassificationMulti-Label Classification	—Unverified	0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep Classifiers	Dec 4, 2021	ClassificationMulti-class Classification	CodeCode Available	0
Ablation study of self-supervised learning for image classification	Dec 4, 2021	Classificationimage-classification	CodeCode Available	0
Multilingual Text Classification for Dravidian Languages	Dec 3, 2021	ClassificationMultilingual text classification	—Unverified	0
Bayes in Wonderland! Predictive supervised classification inference hits unpredictability	Dec 3, 2021	Classificationparameter estimation	CodeCode Available	0
MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification	Dec 3, 2021	ClassificationComputational Efficiency	CodeCode Available	1
FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis	Dec 2, 2021	Artifact DetectionBackdoor Attack	CodeCode Available	1
Vision Pair Learning: An Efficient Training Framework for Image Classification	Dec 2, 2021	Classificationimage-classification	—Unverified	0
N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras	Dec 2, 2021	ClassificationObject	CodeCode Available	1
ComMA@ICON: Multilingual Gender Biased and Communal Language Identification Task at ICON-2021	Dec 1, 2021	Aggression IdentificationClassification	—Unverified	0
Combining Shallow and Deep Representations for Text-Pair Classification	Dec 1, 2021	ClassificationDecoder	—Unverified	0

Show:10 25 50

← PrevPage 94 of 257Next →

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