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 8351–8400 of 12815 papers

Title	Date	Tasks	Status	Hype
Random Projections of Mel-Spectrograms as Low-Level Features for Automatic Music Genre Classification	Nov 12, 2019	ClassificationGeneral Classification	—Unverified	0
Pose Guided Attention for Multi-label Fashion Image Classification	Nov 12, 2019	ClassificationGeneral Classification	—Unverified	0
Logo-2K+: A Large-Scale Logo Dataset for Scalable Logo Classification	Nov 11, 2019	2kClassification	CodeCode Available	0
t-SS3: a text classifier with dynamic n-grams for early risk detection over text streams	Nov 11, 2019	Anorexia DetectionClassification	CodeCode Available	0
Text classification with pixel embedding	Nov 11, 2019	ArticlesClassification	—Unverified	0
Systematic Comparison of the Influence of Different Data Preprocessing Methods on the Performance of Gait Classifications Using Machine Learning	Nov 11, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Modeling EEG data distribution with a Wasserstein Generative Adversarial Network to predict RSVP Events	Nov 11, 2019	ClassificationEEG	CodeCode Available	0
Improving BERT Fine-tuning with Embedding Normalization	Nov 10, 2019	ClassificationGeneral Classification	—Unverified	0
Can Monolingual Pretrained Models Help Cross-Lingual Classification?	Nov 10, 2019	ClassificationCross-Lingual Transfer	—Unverified	0
r/Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection	Nov 10, 2019	ClassificationCultural Vocal Bursts Intensity Prediction	CodeCode Available	0
Unsupervised adulterated red-chili pepper content transformation for hyperspectral classification	Nov 9, 2019	ClassificationClustering	—Unverified	0
Interactive Classification by Asking Informative Questions	Nov 9, 2019	ClassificationGeneral Classification	CodeCode Available	1
Missing Features Reconstruction and Its Impact on Classification Accuracy	Nov 9, 2019	ClassificationGeneral Classification	—Unverified	0
Is a Classification Procedure Good Enough? A Goodness-of-Fit Assessment Tool for Classification Learning	Nov 8, 2019	ClassificationGeneral Classification	CodeCode Available	0
Adaptive Kernel Value Caching for SVM Training	Nov 8, 2019	ClassificationGeneral Classification	—Unverified	0
A Comprehensive Comparison of Machine Learning Based Methods Used in Bengali Question Classification	Nov 8, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Decoding Imagined Speech and Computer Control using Brain Waves	Nov 8, 2019	Binary ClassificationClassification	—Unverified	0
Hyperspectral Image Classification via Sparse Representation With Incremental Dictionaries	Nov 6, 2019	ClassificationHyperspectral Image Classification	CodeCode Available	0
Correlated Feature Selection for Tweet Spam Classification	Nov 6, 2019	Classificationfeature selection	—Unverified	0
Shaping Visual Representations with Language for Few-shot Classification	Nov 6, 2019	ClassificationGeneral Classification	CodeCode Available	0
The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey	Nov 6, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Towards Monitoring Parkinson's Disease Following Drug Treatment: CGP Classification of rs-MRI Data	Nov 6, 2019	ClassificationFunctional Connectivity	—Unverified	0
Localization-aware Channel Pruning for Object Detection	Nov 6, 2019	ClassificationGeneral Classification	—Unverified	0
A Scalable Multilabel Classification to Deploy Deep Learning Architectures For Edge Devices	Nov 5, 2019	ClassificationGeneral Classification	—Unverified	0
3D Deformable Convolutions for MRI classification	Nov 5, 2019	ClassificationGeneral Classification	CodeCode Available	1
Metric Learning for Dynamic Text Classification	Nov 4, 2019	ClassificationGeneral Classification	CodeCode Available	0
Auditing and Achieving Intersectional Fairness in Classification Problems	Nov 4, 2019	AttributeBIG-bench Machine Learning	—Unverified	0
Supervised level-wise pretraining for recurrent neural network initialization in multi-class classification	Nov 4, 2019	ClassificationGeneral Classification	—Unverified	0
BERT-CNN: a Hierarchical Patent Classifier Based on a Pre-Trained Language Model	Nov 3, 2019	ClassificationGeneral Classification	—Unverified	0
Generalized Learning with Rejection for Classification and Regression Problems	Nov 3, 2019	BIG-bench Machine LearningClassification	—Unverified	0
Extreme Learning Machine-Based Heterogeneous Domain Adaptation for Classification of Hyperspectral Images	Nov 1, 2019	ClassificationClassification Of Hyperspectral Images	—Unverified	0
Centroid Based Concept Learning for RGB-D Indoor Scene Classification	Nov 1, 2019	ClassificationClustering	CodeCode Available	0
Cross-lingual intent classification in a low resource industrial setting	Nov 1, 2019	ClassificationCross-Lingual Transfer	—Unverified	0
Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Label-Specific Document Representation for Multi-Label Text Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Cluster-Gated Convolutional Neural Network for Short Text Classification	Nov 1, 2019	ClassificationClustering	—Unverified	0
A Robust Self-Learning Framework for Cross-Lingual Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Label Embedding using Hierarchical Structure of Labels for Twitter Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Hierarchical Attention Prototypical Networks for Few-Shot Text Classification	Nov 1, 2019	ClassificationFew-Shot Text Classification	—Unverified	0
Cross-Cultural Transfer Learning for Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification	Nov 1, 2019	ClassificationDiversity	—Unverified	0
PRADO: Projection Attention Networks for Document Classification On-Device	Nov 1, 2019	ClassificationDocument Classification	—Unverified	0
Reconstructing Capsule Networks for Zero-shot Intent Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available	1
Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation	Nov 1, 2019	ClassificationCross-Lingual Transfer	—Unverified	0
Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
ProSeqo: Projection Sequence Networks for On-Device Text Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
On Distributed Quantization for Classification	Nov 1, 2019	ClassificationGeneral Classification	—Unverified	0
Fine-Grained Propaganda Detection with Fine-Tuned BERT	Nov 1, 2019	ArticlesClassification	—Unverified	0

Show:10 25 50

← PrevPage 168 of 257Next →

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