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 9801–9850 of 12815 papers

Title	Date	Tasks	Status	Hype
Exploring Textual and Speech information in Dialogue Act Classification with Speaker Domain Adaptation	Oct 17, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Rotational 3D Texture Classification Using Group Equivariant CNNs	Oct 16, 2018	ClassificationDiversity	—Unverified	0
Vehicle classification using ResNets, localisation and spatially-weighted pooling	Oct 15, 2018	ClassificationFine-Grained Vehicle Classification	—Unverified	0
Super Characters: A Conversion from Sentiment Classification to Image Classification	Oct 15, 2018	ClassificationGeneral Classification	—Unverified	0
Column generation based math-heuristic for classification trees	Oct 15, 2018	ClassificationGeneral Classification	—Unverified	0
A Context-aware Capsule Network for Multi-label Classification	Oct 15, 2018	ClassificationGeneral Classification	—Unverified	0
Fine-Grained Classification of Cervical Cells Using Morphological and Appearance Based Convolutional Neural Networks	Oct 14, 2018	ClassificationGeneral Classification	—Unverified	0
Hybrid Building/Floor Classification and Location Coordinates Regression Using A Single-Input and Multi-Output Deep Neural Network for Large-Scale Indoor Localization Based on Wi-Fi Fingerprinting	Oct 13, 2018	ClassificationGeneral Classification	—Unverified	0
Varifocal-Net: A Chromosome Classification Approach using Deep Convolutional Networks	Oct 13, 2018	ClassificationGeneral Classification	—Unverified	0
Protein Family Classification using Deep Learning	Oct 12, 2018	ClassificationDeep Learning	—Unverified	0
DeepProteomics: Protein family classification using Shallow and Deep Networks	Oct 12, 2018	Classification	—Unverified	0
Does Haze Removal Help CNN-based Image Classification?	Oct 12, 2018	ClassificationGeneral Classification	—Unverified	0
Effects of Image Degradations to CNN-based Image Classification	Oct 12, 2018	ClassificationGeneral Classification	—Unverified	0
Applications of Graph Integration to Function Comparison and Malware Classification	Oct 11, 2018	ClassificationGeneral Classification	CodeCode Available	0
Classification using margin pursuit	Oct 11, 2018	ClassificationGeneral Classification	CodeCode Available	0
Multi-class Classification Model Inspired by Quantum Detection Theory	Oct 10, 2018	BIG-bench Machine LearningClassification	—Unverified	0
DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning	Oct 9, 2018	ClassificationDeep Learning	CodeCode Available	1
Bird Species Classification using Transfer Learning with Multistage Training	Oct 9, 2018	ClassificationGeneral Classification	CodeCode Available	0
Extreme Classification in Log Memory	Oct 9, 2018	ClassificationGeneral Classification	—Unverified	0
Neural Network based classification of bone metastasis by primary cacinoma	Oct 8, 2018	ClassificationDiagnostic	—Unverified	0
Real-Time Workload Classification during Driving using HyperNetworks	Oct 7, 2018	ClassificationGeneral Classification	—Unverified	0
Deep convolutional Gaussian processes	Oct 6, 2018	ClassificationGaussian Processes	CodeCode Available	0
Decoupled Classification Refinement: Hard False Positive Suppression for Object Detection	Oct 5, 2018	ClassificationGeneral Classification	CodeCode Available	0
Italian Event Detection Goes Deep Learning	Oct 4, 2018	ClassificationDeep Learning	CodeCode Available	0
Image and Encoded Text Fusion for Multi-Modal Classification	Oct 3, 2018	ClassificationGeneral Classification	CodeCode Available	0
Ancient Coin Classification Using Graph Transduction Games	Oct 2, 2018	ClassificationGeneral Classification	—Unverified	0
An Entropic Optimal Transport Loss for Learning Deep Neural Networks under Label Noise in Remote Sensing Images	Oct 2, 2018	ClassificationGeneral Classification	—Unverified	0
Who is Addressed in this Comment? Automatically Classifying Meta-Comments in News Comments	Oct 2, 2018	ClassificationGeneral Classification	—Unverified	0
Extremely Randomized CNets for Multi-label Classification	Oct 1, 2018	ClassificationDensity Estimation	CodeCode Available	0
Learning representations for sentiment classification using Multi-task framework	Oct 1, 2018	ClassificationGeneral Classification	—Unverified	0
A Review of Standard Text Classification Practices for Multi-label Toxicity Identification of Online Content	Oct 1, 2018	ClassificationGeneral Classification	—Unverified	0
Deep Learning for Social Media Health Text Classification	Oct 1, 2018	Binary ClassificationClassification	—Unverified	0
Aggression Detection on Social Media Text Using Deep Neural Networks	Oct 1, 2018	ClassificationGeneral Classification	CodeCode Available	0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs	Oct 1, 2018	Abusive LanguageBIG-bench Machine Learning	—Unverified	0
EmotiKLUE at IEST 2018: Topic-Informed Classification of Implicit Emotions	Oct 1, 2018	ClassificationGeneral Classification	CodeCode Available	0
Exploring and Learning Suicidal Ideation Connotations on Social Media with Deep Learning	Oct 1, 2018	ClassificationDeep Learning	—Unverified	0
DataSEARCH at IEST 2018: Multiple Word Embedding based Models for Implicit Emotion Classification of Tweets with Deep Learning	Oct 1, 2018	ClassificationEmotion Classification	CodeCode Available	0
The Linguistic Ideologies of Deep Abusive Language Classification	Oct 1, 2018	Abusive LanguageClassification	—Unverified	0
UTFPR at WMT 2018: Minimalistic Supervised Corpora Filtering for Machine Translation	Oct 1, 2018	Binary ClassificationClassification	—Unverified	0
Revisiting neural relation classification in clinical notes with external information	Oct 1, 2018	ClassificationFeature Engineering	CodeCode Available	0
Sentiment Expression Boundaries in Sentiment Polarity Classification	Oct 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified	0
Overview of the Third Social Media Mining for Health (SMM4H) Shared Tasks at EMNLP 2018	Oct 1, 2018	ClassificationGeneral Classification	—Unverified	0
The Effects of User Features on Twitter Hate Speech Detection	Oct 1, 2018	ClassificationGeneral Classification	—Unverified	0
Supervised Machine Learning for Extractive Query Based Summarisation of Biomedical Data	Oct 1, 2018	BIG-bench Machine LearningClassification	—Unverified	0
Sequence Classification with Human Attention	Oct 1, 2018	Abusive LanguageClassification	CodeCode Available	0
Model Transfer with Explicit Knowledge of the Relation between Class Definitions	Oct 1, 2018	ClassificationGeneral Classification	—Unverified	0
A Hierarchical Neural Attention-based Text Classifier	Oct 1, 2018	ClassificationGeneral Classification	CodeCode Available	0
Multi-grained Attention Network for Aspect-Level Sentiment Classification	Oct 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified	0
Improving Multi-label Emotion Classification via Sentiment Classification with Dual Attention Transfer Network	Oct 1, 2018	ClassificationEmotion Classification	—Unverified	0
Large-scale Exploration of Neural Relation Classification Architectures	Oct 1, 2018	ClassificationGeneral Classification	CodeCode Available	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