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 4751–4800 of 12815 papers

Title	Date	Tasks	Status	Hype
Density Ratio Estimation via Infinitesimal Classification	Nov 22, 2021	ClassificationDensity Ratio Estimation	CodeCode Available	1
Imperceptible Transfer Attack and Defense on 3D Point Cloud Classification	Nov 22, 2021	3D Point Cloud ClassificationClassification	—Unverified	0
Can depth-adaptive BERT perform better on binary classification tasks	Nov 22, 2021	Binary ClassificationClassification	—Unverified	0
Adversarial Examples on Segmentation Models Can be Easy to Transfer	Nov 22, 2021	Adversarial RobustnessAttribute	—Unverified	0
Hierarchical Text Classification As Sub-Hierarchy Sequence Generation	Nov 22, 2021	ClassificationDecoder	—Unverified	0
Deep Learning Based Automated COVID-19 Classification from Computed Tomography Images	Nov 22, 2021	3D ClassificationAnatomy	CodeCode Available	0
GB-CosFace: Rethinking Softmax-based Face Recognition from the Perspective of Open Set Classification	Nov 22, 2021	ClassificationFace Recognition	—Unverified	0
Graph Neural Networks with Parallel Neighborhood Aggregations for Graph Classification	Nov 22, 2021	ClassificationGraph Classification	CodeCode Available	0
Fink: early supernovae Ia classification using active learning	Nov 22, 2021	Active LearningClassification	CodeCode Available	1
ShufaNet: Classification method for calligraphers who have reached the professional level	Nov 22, 2021	ClassificationFew-Shot Learning	—Unverified	0
Structure-Preserving Graph Kernel for Brain Network Classification	Nov 21, 2021	ClassificationEEG	—Unverified	0
Medical Knowledge-Guided Deep Learning for Imbalanced Medical Image Classification	Nov 20, 2021	ClassificationDeep Learning	—Unverified	0
Combined Scaling for Zero-shot Transfer Learning	Nov 19, 2021	ClassificationContrastive Learning	—Unverified	0
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run	Nov 19, 2021	Classificationimage-classification	—Unverified	0
Interpreting deep urban sound classification using Layer-wise Relevance Propagation	Nov 19, 2021	ClassificationSound Classification	CodeCode Available	0
A Review of Adversarial Attack and Defense for Classification Methods	Nov 18, 2021	Adversarial AttackClassification	CodeCode Available	1
Benchmarking and scaling of deep learning models for land cover image classification	Nov 18, 2021	BenchmarkingClassification	CodeCode Available	1
Supporting Undotted Arabic with Pre-trained Language Models	Nov 18, 2021	Classification	—Unverified	0
Burr detection and classification using RUSTICO and image processing	Nov 17, 2021	ClassificationVocal Bursts Type Prediction	CodeCode Available	0
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification	Nov 17, 2021	Active LearningClassification	—Unverified	0
Fine-Grained Vehicle Classification in Urban Traffic Scenes using Deep Learning	Nov 17, 2021	ClassificationFine-Grained Vehicle Classification	—Unverified	0
Augmentation of base classifier performance via HMMs on a handwritten character data set	Nov 17, 2021	Classification	—Unverified	0
Fairness Testing of Deep Image Classification with Adequacy Metrics	Nov 17, 2021	ClassificationFace Recognition	—Unverified	0
Cryo-shift: Reducing domain shift in cryo-electron subtomograms with unsupervised domain adaptation and randomization	Nov 17, 2021	ClassificationDomain Adaptation	—Unverified	0
Facial Information Analysis Technology for Gender and Age Estimation	Nov 17, 2021	Age EstimationClassification	—Unverified	0
Automated Approach for Computer Vision-based Vehicle Movement Classification at Traffic Intersections	Nov 17, 2021	ClassificationManagement	—Unverified	0
Trustworthy Long-Tailed Classification	Nov 17, 2021	ClassificationLong-tail Learning	CodeCode Available	1
Revisiting Transformer-based Models for Long Document Classification	Nov 16, 2021	ClassificationDocument Classification	—Unverified	0
Structure Representation Learning by Jointly Learning to Pool and Represent	Nov 16, 2021	ClassificationGraph Classification	—Unverified	0
Rethinking News Text Classification from a Timeliness Perspective under the Pre-training and Fine-tuning Paradigm	Nov 16, 2021	ClassificationNews Classification	—Unverified	0
Revisiting Softmax for Uncertainty Approximation in Text Classification	Nov 16, 2021	ClassificationDomain Adaptation	—Unverified	0
Temporal Language Modeling for Short Text Document Classification with Transformers	Nov 16, 2021	ClassificationDocument Classification	—Unverified	0
Extreme Multi-label Text Classification with Multi-layer Experts	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified	0
Extreme Multi-label Text Classification with Pseudo Label Descriptions	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified	0
Identifying Semantically Difficult Samples to Improve Text Classification	Nov 16, 2021	Classificationtext-classification	—Unverified	0
Generative Prompt Tuning for Relation Classification	Nov 16, 2021	ClassificationLanguage Modeling	—Unverified	0
A Novel Efficient and Effective Preprocessing Strategy for Text Classification	Nov 16, 2021	Classificationtext-classification	—Unverified	0
Control False Negative Instances In Contrastive Learning To ImproveLong-tailed Item Categorization	Nov 16, 2021	ClassificationContrastive Learning	—Unverified	0
Data Augmentation for Intent Classification with Generic Large Language Models	Nov 16, 2021	ClassificationData Augmentation	—Unverified	0
A simple log-based loss function for ordinal text classification	Nov 16, 2021	Classificationtext-classification	—Unverified	0
BERT got a Date: Introducing Transformers to Temporal Tagging	Nov 16, 2021	ClassificationDecoder	—Unverified	0
A Bit Bayesian Facilitates Efficient Training in Token Classification	Nov 16, 2021	Classificationtoken-classification	—Unverified	0
Aggregating Pairwise Semantic Differences for Few-Shot Claim Veracity Classification	Nov 16, 2021	ClassificationFact Checking	—Unverified	0
Language Level Classification on German Texts using a Neural Approach	Nov 16, 2021	ArticlesClassification	—Unverified	0
CTM - A Model for Large-Scale Multi-View Tweet Topic Classification	Nov 16, 2021	ClassificationTopic Classification	—Unverified	0
Composing Structure-Aware Batches for Pairwise Sentence Classification	Nov 16, 2021	ClassificationLanguage Modeling	—Unverified	0
Fusing Heterogeneous Factors with Triaffine Mechanism for Nested Named Entity Recognition	Nov 16, 2021	Classificationnamed-entity-recognition	—Unverified	0
Multimodal Semi-supervised Learning for Disaster Tweet Classification	Nov 16, 2021	Classification	—Unverified	0
TENT: Text Classification Based on ENcoding Tree Learning	Nov 16, 2021	Classificationtext-classification	—Unverified	0
Towards Better Citation Intent Classification	Nov 16, 2021	ArticlesCitation Intent 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