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 4601–4650 of 12815 papers

Title	Date	Tasks	Status	Hype
ViR:the Vision Reservoir	Dec 27, 2021	Classificationimage-classification	—Unverified	0
An EEG-based approach for Parkinson's disease diagnosis using Capsule network	Dec 27, 2021	ClassificationEEG	—Unverified	0
A Fistful of Words: Learning Transferable Visual Models from Bag-of-Words Supervision	Dec 27, 2021	ClassificationImage Captioning	—Unverified	0
Augmenting Convolutional networks with attention-based aggregation	Dec 27, 2021	ClassificationImage Classification	CodeCode Available	1
A Multi-channel Training Method Boost the Performance	Dec 27, 2021	Classification	—Unverified	0
Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains	Dec 27, 2021	ClassificationFew-Shot Learning	—Unverified	0
Deep Curriculum Learning for PolSAR Image Classification	Dec 26, 2021	Classificationimage-classification	—Unverified	0
Acoustic scene classification using auditory datasets	Dec 26, 2021	Acoustic Scene ClassificationClassification	CodeCode Available	0
Prevalence Threshold and bounds in the Accuracy of Binary Classification Systems	Dec 25, 2021	Binary ClassificationClassification	—Unverified	0
Semantic Clustering based Deduction Learning for Image Recognition and Classification	Dec 25, 2021	ClassificationClustering	—Unverified	0
Learning Aligned Cross-Modal Representation for Generalized Zero-Shot Classification	Dec 24, 2021	Classificationzero-shot-classification	—Unverified	0
Temporal Analysis of Functional Brain Connectivity for EEG-based Emotion Recognition	Dec 23, 2021	ClassificationEEG	—Unverified	0
Bi-Directional Recurrent Neural Ordinary Differential Equations for Social Media Text Classification	Dec 23, 2021	ClassificationRumour Detection	—Unverified	0
KFWC: A Knowledge-Driven Deep Learning Model for Fine-grained Classification of Wet-AMD	Dec 23, 2021	ClassificationMulti-Label Classification	—Unverified	0
Prolog-based agnostic explanation module for structured pattern classification	Dec 23, 2021	ChatbotClassification	—Unverified	0
Sparse-softmax: A Simpler and Faster Alternative Softmax Transformation	Dec 23, 2021	Classification	—Unverified	0
Multimodal Analysis of memes for sentiment extraction	Dec 22, 2021	Classification	—Unverified	0
Cross-Part Learning for Fine-Grained Image Classification	Dec 21, 2021	ClassificationDiversity	CodeCode Available	0
Augmented Contrastive Self-Supervised Learning for Audio Invariant Representations	Dec 21, 2021	Audio ClassificationClassification	—Unverified	0
Supervised Graph Contrastive Pretraining for Text Classification	Dec 21, 2021	ClassificationContrastive Learning	—Unverified	0
Task-Oriented Image Transmission for Scene Classification in Unmanned Aerial Systems	Dec 21, 2021	ClassificationDeep Reinforcement Learning	—Unverified	0
Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction	Dec 20, 2021	Classificationtext-classification	CodeCode Available	1
Object Recognition as Classification via Visual Properties	Dec 20, 2021	ClassificationObject	—Unverified	0
Skin lesion segmentation and classification using deep learning and handcrafted features	Dec 20, 2021	ClassificationLesion Segmentation	—Unverified	0
Unified Named Entity Recognition as Word-Word Relation Classification	Dec 19, 2021	Chinese Named Entity RecognitionClassification	CodeCode Available	1
Data Augmentation for Mental Health Classification on Social Media	Dec 19, 2021	ClassificationData Augmentation	—Unverified	0
Sub-100uW Multispectral Riemannian Classification for EEG-based Brain--Machine Interfaces	Dec 18, 2021	ClassificationEEG	—Unverified	0
Continual Learning with Knowledge Transfer for Sentiment Classification	Dec 18, 2021	ClassificationContinual Learning	CodeCode Available	1
Contrastive Learning for Fair Representations	Dec 17, 2021	AttributeClassification	—Unverified	0
Comparative Analysis of Radar Cross Section Based UAV Classification Techniques	Dec 17, 2021	Classification	—Unverified	0
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	Classificationimage-classification	CodeCode Available	0
Rank4Class: A Ranking Formulation for Multiclass Classification	Dec 17, 2021	Classificationimage-classification	—Unverified	0
Towards End-to-End Image Compression and Analysis with Transformers	Dec 17, 2021	Classificationimage-classification	CodeCode Available	1
Overview of the HASOC Subtrack at FIRE 2021: Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages	Dec 17, 2021	Binary ClassificationClassification	—Unverified	0
Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift	Dec 16, 2021	BenchmarkingClassification	—Unverified	0
CLICKER: A Computational LInguistics Classification Scheme for Educational Resources	Dec 16, 2021	ArticlesClassification	CodeCode Available	1
Knowledge-Augmented Language Models for Cause-Effect Relation Classification	Dec 16, 2021	Cause-Effect Relation ClassificationClassification	CodeCode Available	1
ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification	Dec 16, 2021	ClassificationData Augmentation	—Unverified	0
Classification Under Ambiguity: When Is Average-K Better Than Top-K?	Dec 16, 2021	Classification	—Unverified	0
Extreme Zero-Shot Learning for Extreme Text Classification	Dec 16, 2021	ClassificationMulti Label Text Classification	—Unverified	0
Multiple Instance Learning for Brain Tumor Detection from Magnetic Resonance Spectroscopy Data	Dec 16, 2021	ClassificationData Augmentation	—Unverified	0
COVID-19 Electrocardiograms Classification using CNN Models	Dec 15, 2021	Classification	—Unverified	0
Mask-combine Decoding and Classification Approach for Punctuation Prediction with real-time Inference Constraints	Dec 15, 2021	ClassificationPrediction	—Unverified	0
Robust Neural Network Classification via Double Regularization	Dec 15, 2021	Classification	—Unverified	0
Rethinking Nearest Neighbors for Visual Classification	Dec 15, 2021	Classification	CodeCode Available	1
Towards Automatic Transformer-based Cloud Classification and Segmentation	Dec 14, 2021	Classification	—Unverified	0
Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks	Dec 14, 2021	ClassificationEdge Classification	—Unverified	0
Exploring Category-correlated Feature for Few-shot Image Classification	Dec 14, 2021	ClassificationDecoder	—Unverified	0
Adversarial Examples for Extreme Multilabel Text Classification	Dec 14, 2021	ClassificationMultilabel Text Classification	CodeCode Available	0
Classification of histopathology images using ConvNets to detect Lupus Nephritis	Dec 14, 2021	Classificationwhole slide images	—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