Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1576–1600 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Breast Cancer Histopathology Image Classification and Localization using Multiple Instance Learning	Feb 16, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Direct Parameterization of Lipschitz-Bounded Deep Networks	Jan 27, 2023	image-classificationImage Classification	CodeCode Available	1	5
FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification	Jun 28, 2022	Contrastive LearningFederated Learning	CodeCode Available	1	5
Dirichlet-based Uncertainty Calibration for Active Domain Adaptation	Feb 27, 2023	Active LearningDomain Adaptation	CodeCode Available	1	5
DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1	5
BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction	Feb 10, 2021	image-classificationImage Classification	CodeCode Available	1	5
FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning	Aug 24, 2023	Continual LearningFederated Learning	CodeCode Available	1	5
Discretization-Aware Architecture Search	Jul 7, 2020	image-classificationImage Classification	CodeCode Available	1	5
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation	Jun 16, 2021	Few-Shot Image Classificationimage-classification	CodeCode Available	1	5
Multi-Label Learning from Single Positive Labels	Jun 17, 2021	image-classificationImage Classification	CodeCode Available	1	5
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation	Mar 16, 2023	Domain Adaptationimage-classification	CodeCode Available	1	5
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks	Jul 21, 2021	Image ClassificationNatural Language Understanding	CodeCode Available	1	5
FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity	Jun 27, 2024	Federated Learningimage-classification	CodeCode Available	1	5
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification	Jun 8, 2023	image-classificationImage Classification	CodeCode Available	1	5
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs	Dec 31, 2023	Image ClassificationKnowledge Graphs	CodeCode Available	1	5
Discriminator-free Unsupervised Domain Adaptation for Multi-label Image Classification	Jan 25, 2023	Domain Adaptationimage-classification	CodeCode Available	1	5
BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification	Nov 29, 2020	Few-Shot LearningFine-Grained Image Classification	CodeCode Available	1	5
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold Networks	Jun 17, 2024	Image ClassificationKolmogorov-Arnold Networks	CodeCode Available	1	5
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective	Aug 26, 2022	Few-Shot LearningFew-Shot Object Detection	CodeCode Available	1	5
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation	Oct 30, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5
Disentangled Ontology Embedding for Zero-shot Learning	Jun 8, 2022	image-classificationImage Classification	CodeCode Available	1	5
Disentangled Feature Representation for Few-shot Image Classification	Sep 26, 2021	BenchmarkingClassification	CodeCode Available	1	5
Cervical Cytology Classification Using PCA & GWO Enhanced Deep Features Selection	Jun 9, 2021	Classificationfeature selection	CodeCode Available	1	5
FedProc: Prototypical Contrastive Federated Learning on Non-IID data	Sep 25, 2021	Federated Learningimage-classification	CodeCode Available	1	5

Show:10 25 50

← PrevPage 64 of 417Next →

All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified