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 7701–7750 of 12815 papers

Title	Date	Tasks	Status	Hype
Automatic Classification of Handshapes in Russian Sign Language	May 1, 2020	ClassificationClustering	—Unverified	0
Optimised Preprocessing for Automatic Mouth Gesture Classification	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection	May 1, 2020	ClassificationCultural Vocal Bursts Intensity Prediction	—Unverified	0
Inference Annotation of a Chinese Corpus for Opinion Mining	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
An Empirical Comparison of Question Classification Methods for Question Answering Systems	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Cooking Up a Neural-based Model for Recipe Classification	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Data Query Language and Corpus Tools for Slot-Filling and Intent Classification Data	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Dynamic Classification in Web Archiving Collections	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Building a Task-oriented Dialog System for Languages with no Training Data: the Case for Basque	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Email Classification Incorporating Social Networks and Thread Structure	May 1, 2020	ClassificationDocument Classification	—Unverified	0
An Event-comment Social Media Corpus for Implicit Emotion Analysis	May 1, 2020	ClassificationEmotion Classification	—Unverified	0
A Platform for Event Extraction in Hindi	May 1, 2020	ArticlesBenchmarking	—Unverified	0
A Dataset for Troll Classification of TamilMemes	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Cross-domain Author Gender Classification in Brazilian Portuguese	May 1, 2020	Author ProfilingClassification	—Unverified	0
Measuring the Impact of Readability Features in Fake News Detection	May 1, 2020	ClassificationFake News Detection	—Unverified	0
Evaluation of Deep Gaussian Processes for Text Classification	May 1, 2020	ClassificationGaussian Processes	—Unverified	0
Comparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language	May 1, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Estimating User Communication Styles for Spoken Dialogue Systems	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Using Deep Neural Networks with Intra- and Inter-Sentence Context to Classify Suicidal Behaviour	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Training a Broad-Coverage German Sentiment Classification Model for Dialog Systems	May 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Semi-Automatic Construction and Refinement of an Annotated Corpus for a Deep Learning Framework for Emotion Classification	May 1, 2020	ClassificationEmotion Classification	—Unverified	0
VICTOR: a Dataset for Brazilian Legal Documents Classification	May 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Quality Estimation for Partially Subjective Classification Tasks via Crowdsourcing	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Transfer learning applied to text classification in Spanish radiological reports	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Analyzing ELMo and DistilBERT on Socio-political News Classification	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Analysis of Online Conversations to Detect Cyberpredators Using Recurrent Neural Networks	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Adversarial domain adaptation to reduce sample bias of a high energy physics classifier	May 1, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Multi-Dimensional Gender Bias Classification	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Investigating Class-level Difficulty Factors in Multi-label Classification Problems	May 1, 2020	ClassificationGeneral Classification	—Unverified	0
Universal Adversarial Attacks with Natural Triggers for Text Classification	May 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
User-Guided Aspect Classification for Domain-Specific Texts	Apr 30, 2020	ClassificationGeneral Classification	CodeCode Available	1
Addressing Catastrophic Forgetting in Few-Shot Problems	Apr 30, 2020	ClassificationGeneral Classification	CodeCode Available	0
Extending machine learning classification capabilities with histogram reweighting	Apr 29, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Stereotype-Free Classification of Fictitious Faces	Apr 29, 2020	ClassificationFairness	—Unverified	0
Posterior Calibrated Training on Sentence Classification Tasks	Apr 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
A Fast 3D CNN for Hyperspectral Image Classification	Apr 29, 2020	ClassificationGeneral Classification	CodeCode Available	1
Evaluating Transformer-Based Multilingual Text Classification	Apr 29, 2020	ClassificationGeneral Classification	—Unverified	0
Classifying Image Sequences of Astronomical Transients with Deep Neural Networks	Apr 28, 2020	ClassificationGeneral Classification	—Unverified	0
Meta-Learning for Few-Shot Land Cover Classification	Apr 28, 2020	ClassificationDiversity	—Unverified	0
An ASP-Based Approach to Counterfactual Explanations for Classification	Apr 28, 2020	Classificationcounterfactual	—Unverified	0
Trainable Activation Function in Image Classification	Apr 28, 2020	ClassificationGeneral Classification	—Unverified	0
Quantum-inspired Machine Learning on high-energy physics data	Apr 28, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Dual Stage Classification of Hand Gestures using Surface Electromyogram	Apr 27, 2020	ClassificationGeneral Classification	—Unverified	0
Classification of Hand Gestures from Wearable IMUs using Deep Neural Network	Apr 27, 2020	ClassificationGeneral Classification	—Unverified	0
Machine Learning Based Mobile Network Throughput Classification	Apr 27, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Multi-Task Image-Based Dietary Assessment for Food Recognition and Portion Size Estimation	Apr 27, 2020	ClassificationFood Recognition	—Unverified	0
MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data	Apr 26, 2020	ClassificationFew-Shot Learning	—Unverified	0
Classification of Cuisines from Sequentially Structured Recipes	Apr 26, 2020	ClassificationGeneral Classification	—Unverified	0
Joint Liver Lesion Segmentation and Classification via Transfer Learning	Apr 26, 2020	ClassificationGeneral Classification	—Unverified	0
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization	Apr 26, 2020	ClassificationGeneral Classification	CodeCode Available	1

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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