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 9501–9550 of 12815 papers

Title	Date	Tasks	Status	Hype
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting	Jan 27, 2019	ClassificationGeneral Classification	CodeCode Available	1
Evaluation of Transfer Learning for Classification of: (1) Diabetic Retinopathy by Digital Fundus Photography and (2) Diabetic Macular Edema, Choroidal Neovascularization and Drusen by Optical Coherence Tomography	Jan 26, 2019	ClassificationGeneral Classification	—Unverified	0
Discovery of Important Subsequences in Electrocardiogram Beats Using the Nearest Neighbour Algorithm	Jan 26, 2019	ClassificationDynamic Time Warping	—Unverified	0
SelectiveNet: A Deep Neural Network with an Integrated Reject Option	Jan 26, 2019	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning Framework for Steel Surface Defects Classification	Jan 25, 2019	ClassificationDeep Learning	—Unverified	0
Bayes metaclassifier and Soft-confusion-matrix classifier in the task of multi-label classification	Jan 25, 2019	ClassificationGeneral Classification	CodeCode Available	0
Is Pretraining Necessary for Hyperspectral Image Classification?	Jan 24, 2019	ClassificationGeneral Classification	—Unverified	0
Boosting Standard Classification Architectures Through a Ranking Regularizer	Jan 24, 2019	ClassificationGeneral Classification	CodeCode Available	0
Bottom-up Broadcast Neural Network For Music Genre Classification	Jan 24, 2019	ClassificationDecision Making	CodeCode Available	0
Extracting PICO elements from RCT abstracts using 1-2gram analysis and multitask classification	Jan 24, 2019	ClassificationFeature Engineering	—Unverified	0
A PCB Dataset for Defects Detection and Classification	Jan 24, 2019	ClassificationGeneral Classification	CodeCode Available	0
General Supervision via Probabilistic Transformations	Jan 24, 2019	ClassificationGeneral Classification	—Unverified	0
Semantic Classification of Tabular Datasets via Character-Level Convolutional Neural Networks	Jan 24, 2019	AutoMLClassification	CodeCode Available	0
Fine-Grained Vehicle Classification with Unsupervised Parts Co-occurrence Learning	Jan 23, 2019	ClassificationFine-Grained Image Classification	—Unverified	0
Feature Selection for Transient Stability Assessment Based on Improved Maximal Relevance and Minimal Redundancy Criterion	Jan 23, 2019	Classificationfeature selection	—Unverified	0
CTCModel: a Keras Model for Connectionist Temporal Classification	Jan 23, 2019	ClassificationGeneral Classification	CodeCode Available	1
Max-margin Class Imbalanced Learning with Gaussian Affinity	Jan 23, 2019	ClassificationClustering	CodeCode Available	0
Large dimensional analysis of general margin based classification methods	Jan 23, 2019	ClassificationGeneral Classification	—Unverified	0
Sentiment and Sarcasm Classification with Multitask Learning	Jan 23, 2019	ClassificationGeneral Classification	—Unverified	0
Stochastic Gradient Trees	Jan 23, 2019	ClassificationGeneral Classification	CodeCode Available	0
Self-Attention Networks for Connectionist Temporal Classification in Speech Recognition	Jan 22, 2019	ClassificationDecoder	CodeCode Available	0
Striking the Right Balance with Uncertainty	Jan 22, 2019	AttributeClassification	—Unverified	0
Universal Rules for Fooling Deep Neural Networks based Text Classification	Jan 22, 2019	ClassificationGeneral Classification	—Unverified	0
Aggregated Pairwise Classification of Statistical Shapes	Jan 22, 2019	ClassificationGeneral Classification	—Unverified	0
A Comparative Analysis of Android Malware	Jan 21, 2019	Binary ClassificationClassification	—Unverified	0
Transfer Learning for Image-Based Malware Classification	Jan 21, 2019	ClassificationGeneral Classification	CodeCode Available	0
Dynamic Curriculum Learning for Imbalanced Data Classification	Jan 21, 2019	AttributeClassification	—Unverified	0
Hybrid coarse-fine classification for head pose estimation	Jan 21, 2019	3D ReconstructionClassification	CodeCode Available	0
Deep Features Analysis with Attention Networks	Jan 20, 2019	ClassificationGeneral Classification	—Unverified	0
Hierarchical Attentional Hybrid Neural Networks for Document Classification	Jan 20, 2019	ClassificationDocument Classification	CodeCode Available	0
Multi-branch fusion network for hyperspectral image classification	Jan 18, 2019	ClassificationGeneral Classification	—Unverified	0
Generative Adversarial Classifier for Handwriting Characters Super-Resolution	Jan 18, 2019	ClassificationGeneral Classification	—Unverified	0
Protein Classification using Machine Learning and Statistical Techniques: A Comparative Analysis	Jan 18, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Visual Reasoning of Feature Attribution with Deep Recurrent Neural Networks	Jan 17, 2019	ClassificationGeneral Classification	—Unverified	0
Activation Functions for Generalized Learning Vector Quantization - A Performance Comparison	Jan 17, 2019	ClassificationGeneral Classification	—Unverified	0
Fast Deep Learning for Automatic Modulation Classification	Jan 16, 2019	ClassificationDeep Learning	CodeCode Available	0
Joint Spatial and Layer Attention for Convolutional Networks	Jan 16, 2019	Camera LocalizationClassification	—Unverified	0
Network Lens: Node Classification in Topologically Heterogeneous Networks	Jan 15, 2019	ClassificationGeneral Classification	—Unverified	0
Multi-modal Ensemble Classification for Generalized Zero Shot Learning	Jan 15, 2019	Bayesian InferenceClassification	—Unverified	0
Semi-supervised Learning with Graphs: Covariance Based Superpixels For Hyperspectral Image Classification	Jan 14, 2019	BenchmarkingClassification	—Unverified	0
Music Artist Classification with Convolutional Recurrent Neural Networks	Jan 14, 2019	Artist classificationClassification	CodeCode Available	1
Generating Adversarial Perturbation with Root Mean Square Gradient	Jan 13, 2019	ClassificationGeneral Classification	—Unverified	0
A Machine Learning Benchmark for Facies Classification	Jan 12, 2019	BIG-bench Machine LearningClassification	CodeCode Available	1
ECGadv: Generating Adversarial Electrocardiogram to Misguide Arrhythmia Classification System	Jan 12, 2019	ClassificationGeneral Classification	CodeCode Available	0
The Deeper, the Better: Analysis of Person Attributes Recognition	Jan 11, 2019	AttributeClassification	—Unverified	0
A Biologically Inspired Visual Working Memory for Deep Networks	Jan 9, 2019	ClassificationGeneral Classification	CodeCode Available	0
Autoencoders and Generative Adversarial Networks for Imbalanced Sequence Classification	Jan 8, 2019	Anomaly DetectionClassification	CodeCode Available	0
Interpretable CNNs for Object Classification	Jan 8, 2019	ClassificationGeneral Classification	—Unverified	0
Stable Electromyographic Sequence Prediction During Movement Transitions using Temporal Convolutional Networks	Jan 8, 2019	ClassificationGeneral Classification	—Unverified	0
Stance Classification for Rumour Analysis in Twitter: Exploiting Affective Information and Conversation Structure	Jan 7, 2019	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