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

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Showing 10051–10100 of 12815 papers

Title	Date	Tasks	Status
Feature Dimensionality Reduction for Video Affect Classification: A Comparative Study	Aug 8, 2018	ClassificationDimensionality Reduction	—Unverified
Spatial Filtering for Brain Computer Interfaces: A Comparison between the Common Spatial Pattern and Its Variant	Aug 8, 2018	Binary ClassificationClassification	—Unverified
Word-Level Loss Extensions for Neural Temporal Relation Classification	Aug 7, 2018	ClassificationGeneral Classification	CodeCode Available
Mixed Integer Linear Programming for Feature Selection in Support Vector Machine	Aug 7, 2018	Classificationfeature selection	—Unverified
Capturing global spatial context for accurate cell classification in skin cancer histology	Aug 7, 2018	ClassificationGeneral Classification	—Unverified
A Study of Deep Feature Fusion based Methods for Classifying Multi-lead ECG	Aug 6, 2018	ClassificationGeneral Classification	—Unverified
Weakly Supervised Bilinear Attention Network for Fine-Grained Visual Classification	Aug 6, 2018	ClassificationFine-Grained Image Classification	—Unverified
Outlier detection on network flow analysis	Aug 6, 2018	ClassificationGeneral Classification	—Unverified
Classification of Dermoscopy Images using Deep Learning	Aug 5, 2018	ClassificationDeep Learning	—Unverified
Designing Adaptive Neural Networks for Energy-Constrained Image Classification	Aug 5, 2018	Bayesian OptimizationClassification	—Unverified
Deep Reinforcement One-Shot Learning for Artificially Intelligent Classification Systems	Aug 4, 2018	ClassificationGeneral Classification	CodeCode Available
Interaction-aware Spatio-temporal Pyramid Attention Networks for Action Classification	Aug 3, 2018	Action ClassificationClassification	—Unverified
Acoustic Scene Classification: A Competition Review	Aug 2, 2018	Acoustic Scene ClassificationClassification	—Unverified
Classification of EEG Signal based on non-Gaussian Neutral Vector	Aug 2, 2018	Brain Computer InterfaceClassification	—Unverified
Supervised classification for object identification in urban areas using satellite imagery	Aug 2, 2018	ClassificationGeneral Classification	—Unverified
Task-oriented Word Embedding for Text Classification	Aug 1, 2018	ClassificationGeneral Classification	CodeCode Available
Neural Relation Classification with Text Descriptions	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
One Size Fits All? A simple LSTM for non-literal token and construction-level classification	Aug 1, 2018	AllClassification	—Unverified
Real-time image-based instrument classification for laparoscopic surgery	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Punctuation as Native Language Interference	Aug 1, 2018	ClassificationCross-corpus	—Unverified
Semantic Classification of 3D Point Clouds with Multiscale Spherical Neighborhoods	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Cross-media User Profiling with Joint Textual and Social User Embedding	Aug 1, 2018	ClassificationGender Classification	—Unverified
Hybrid Attention based Multimodal Network for Spoken Language Classification	Aug 1, 2018	ClassificationDeep Learning	—Unverified
Multi-task and Multi-lingual Joint Learning of Neural Lexical Utterance Classification based on Partially-shared Modeling	Aug 1, 2018	ClassificationFeature Engineering	—Unverified
Effective Attention Modeling for Aspect-Level Sentiment Classification	Aug 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Classification	—Unverified
Interpretable Rationale Augmented Charge Prediction System	Aug 1, 2018	ClassificationDeep Reinforcement Learning	—Unverified
An Analysis of Annotated Corpora for Emotion Classification in Text	Aug 1, 2018	ClassificationCross-corpus	—Unverified
Merging Datasets for Aggressive Text Identification	Aug 1, 2018	Aggression IdentificationClassification	—Unverified
A Lexicon-Based Supervised Attention Model for Neural Sentiment Analysis	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Adversarial Feature Adaptation for Cross-lingual Relation Classification	Aug 1, 2018	ClassificationDomain Adaptation	CodeCode Available
Exploratory Neural Relation Classification for Domain Knowledge Acquisition	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Adaptive Learning of Local Semantic and Global Structure Representations for Text Classification	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Integrating Question Classification and Deep Learning for improved Answer Selection	Aug 1, 2018	Answer SelectionClassification	—Unverified
Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory	Aug 1, 2018	ClassificationFeature Engineering	—Unverified
Fine-Grained Arabic Dialect Identification	Aug 1, 2018	ClassificationDialect Identification	—Unverified
HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning	Jul 30, 2018	ClassificationDecoder	—Unverified
Kalman Filter-based Heuristic Ensemble (KFHE): A new perspective on multi-class ensemble classification using Kalman filters	Jul 30, 2018	ClassificationGeneral Classification	—Unverified
Convolutional Gated Recurrent Units for Medical Relation Classification	Jul 29, 2018	ClassificationGeneral Classification	CodeCode Available
Towards Automatic Speech Identification from Vocal Tract Shape Dynamics in Real-time MRI	Jul 29, 2018	Action RecognitionClassification	—Unverified
Transportation Modes Classification Using Feature Engineering	Jul 28, 2018	ClassificationFeature Engineering	—Unverified
W-TALC: Weakly-supervised Temporal Activity Localization and Classification	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available
Improving High Resolution Histology Image Classification with Deep Spatial Fusion Network	Jul 27, 2018	ClassificationGeneral Classification	—Unverified
Influence of Image Classification Accuracy on Saliency Map Estimation	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available
Wavelet analysis in problems of classification of ECG signals	Jul 26, 2018	Classification	—Unverified
Robust Tracking via Weighted Online Extreme Learning Machine	Jul 26, 2018	ClassificationGeneral Classification	—Unverified
Neural State Classification for Hybrid Systems	Jul 26, 2018	ClassificationGeneral Classification	CodeCode Available
Unbounded Output Networks for Classification	Jul 25, 2018	ClassificationGeneral Classification	—Unverified
A multi-device dataset for urban acoustic scene classification	Jul 25, 2018	Acoustic Scene ClassificationClassification	CodeCode Available
Hyperspectral Images Classification Using Energy Profiles of Spatial and Spectral Features	Jul 24, 2018	ClassificationGeneral Classification	—Unverified

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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