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 11051–11100 of 12815 papers

Title	Date	Tasks	Status	Hype
Multi-Level and Multi-Scale Feature Aggregation Using Sample-level Deep Convolutional Neural Networks for Music Classification	Jun 21, 2017	ClassificationGeneral Classification	CodeCode Available	0
Uncertainty-Aware Organ Classification for Surgical Data Science Applications in Laparoscopy	Jun 21, 2017	ClassificationGeneral Classification	—Unverified	0
Learnable pooling with Context Gating for video classification	Jun 21, 2017	ClassificationClustering	CodeCode Available	0
Improving text classification with vectors of reduced precision	Jun 20, 2017	ClassificationDimensionality Reduction	CodeCode Available	0
Individual Recognition in Schizophrenia using Deep Learning Methods with Random Forest and Voting Classifiers: Insights from Resting State EEG Streams	Jun 20, 2017	ClassificationDeep Learning	—Unverified	0
Advanced Steel Microstructural Classification by Deep Learning Methods	Jun 20, 2017	ClassificationDeep Learning	—Unverified	0
Most Ligand-Based Classification Benchmarks Reward Memorization Rather than Generalization	Jun 20, 2017	ClassificationGeneral Classification	—Unverified	0
Evaluating 35 Methods to Generate Structural Connectomes Using Pairwise Classification	Jun 19, 2017	ClassificationDiffusion MRI	CodeCode Available	0
Topic Modeling for Classification of Clinical Reports	Jun 19, 2017	ClassificationComputed Tomography (CT)	—Unverified	0
Kernel Two-Sample Hypothesis Testing Using Kernel Set Classification	Jun 18, 2017	ClassificationGeneral Classification	—Unverified	0
Truly Multi-modal YouTube-8M Video Classification with Video, Audio, and Text	Jun 17, 2017	ClassificationGeneral Classification	CodeCode Available	0
Multi-class probabilistic classification using inductive and cross Venn-Abers predictors	Jun 16, 2017	Binary ClassificationClassification	CodeCode Available	1
Distance weighted discrimination of face images for gender classification	Jun 15, 2017	ClassificationGender Classification	—Unverified	0
Hierarchical Label Inference for Video Classification	Jun 15, 2017	ClassificationGeneral Classification	—Unverified	0
Effective Sequential Classifier Training for SVM-based Multitemporal Remote Sensing Image Classification	Jun 15, 2017	ClassificationGeneral Classification	—Unverified	0
Large-Scale YouTube-8M Video Understanding with Deep Neural Networks	Jun 14, 2017	ClassificationGeneral Classification	—Unverified	0
SalProp: Salient object proposals via aggregated edge cues	Jun 14, 2017	ClassificationEdge Classification	—Unverified	0
Modelling prosodic structure using Artificial Neural Networks	Jun 13, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
JCTC: A Large Job posting Corpus for Text Classification	Jun 12, 2017	ClassificationGeneral Classification	—Unverified	0
Exploring the similarity of medical imaging classification problems	Jun 12, 2017	ClassificationGeneral Classification	CodeCode Available	0
Generative-Discriminative Variational Model for Visual Recognition	Jun 7, 2017	ClassificationGeneral Classification	—Unverified	0
Added value of morphological features to breast lesion diagnosis in ultrasound	Jun 6, 2017	Breast Cancer DetectionClassification	—Unverified	0
Classifying Documents within Multiple Hierarchical Datasets using Multi-Task Learning	Jun 6, 2017	Binary ClassificationClassification	—Unverified	0
Embedding Feature Selection for Large-scale Hierarchical Classification	Jun 6, 2017	ClassificationDimensionality Reduction	—Unverified	0
Meta-Learning for Resampling Recommendation Systems	Jun 6, 2017	ClassificationGeneral Classification	CodeCode Available	0
Deep Convolutional Decision Jungle for Image Classification	Jun 6, 2017	ClassificationFace Verification	—Unverified	0
Inconsistent Node Flattening for Improving Top-down Hierarchical Classification	Jun 5, 2017	ClassificationGeneral Classification	—Unverified	0
One-step and Two-step Classification for Abusive Language Detection on Twitter	Jun 5, 2017	Abuse DetectionAbusive Language	CodeCode Available	1
Evolving imputation strategies for missing data in classification problems with TPOT	Jun 4, 2017	BIG-bench Machine LearningClassification	—Unverified	0
Swarm Intelligence in Semi-supervised Classification	Jun 3, 2017	BIG-bench Machine LearningClassification	—Unverified	0
Semi-supervised Classification: Cluster and Label Approach using Particle Swarm Optimization	Jun 3, 2017	ClassificationClustering	—Unverified	0
Detection, Recognition and Tracking of Moving Objects from Real-time Video via Visual Vocabulary Model and Species Inspired PSO	Jun 2, 2017	ClassificationGeneral Classification	—Unverified	0
Facies classification from well logs using an inception convolutional network	Jun 2, 2017	BIG-bench Machine LearningClassification	—Unverified	0
Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks	Jun 2, 2017	ClassificationData Augmentation	CodeCode Available	1
Tri Automatique de la Litt\'erature pour les Revues Syst\'ematiques (Automatically Ranking the Literature in Support of Systematic Reviews)	Jun 1, 2017	ArticlesClassification	—Unverified	0
Does the Geometry of Word Embeddings Help Document Classification? A Case Study on Persistent Homology Based Representations	May 31, 2017	ClassificationClustering	—Unverified	0
HiNet: Hierarchical Classification with Neural Network	May 31, 2017	ClassificationGeneral Classification	—Unverified	0
Dynamics Based Features For Graph Classification	May 30, 2017	ClassificationGeneral Classification	—Unverified	0
Robust Tracking Using Region Proposal Networks	May 30, 2017	ClassificationFeature Engineering	—Unverified	0
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data	May 30, 2017	ClassificationGeneral Classification	CodeCode Available	0
Ensemble of Part Detectors for Simultaneous Classification and Localization	May 29, 2017	ClassificationClustering	—Unverified	0
Fast Single-Class Classification and the Principle of Logit Separation	May 29, 2017	Binary ClassificationClassification	CodeCode Available	0
Dilated Residual Networks	May 28, 2017	ClassificationGeneral Classification	CodeCode Available	0
Dimensionality reduction for acoustic vehicle classification with spectral embedding	May 27, 2017	ClassificationDimensionality Reduction	—Unverified	0
A WL-SPPIM Semantic Model for Document Classification	May 26, 2017	ClassificationDocument Classification	—Unverified	0
Classification of Major Depressive Disorder via Multi-Site Weighted LASSO Model	May 26, 2017	Classificationfeature selection	—Unverified	0
Classification regions of deep neural networks	May 26, 2017	ClassificationGeneral Classification	—Unverified	0
Adaptive Classification for Prediction Under a Budget	May 26, 2017	ClassificationGeneral Classification	—Unverified	0
Extraction and Classification of Diving Clips from Continuous Video Footage	May 25, 2017	ClassificationGeneral Classification	—Unverified	0
Classification of Quantitative Light-Induced Fluorescence Images Using Convolutional Neural Network	May 25, 2017	ClassificationGeneral Classification	—Unverified	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