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 3491–3500 of 10420 papers

Title	Date	Tasks	Status	Hype
Efficient On-device Training via Gradient Filtering	Jan 1, 2023	Federated Learningimage-classification	CodeCode Available	1
GoogLe2Net: Going Transverse with Convolutions	Jan 1, 2023	image-classificationImage Classification	—Unverified	0
Neural Collapse in Deep Linear Networks: From Balanced to Imbalanced Data	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1
Chest X-Ray Images Classification with CNN	Dec 31, 2022	ClassificationDiagnostic	CodeCode Available	0
TransIFC: Invariant Cues-aware Feature Concentration Learning for Efficient Fine-grained Bird Image Classification	Dec 31, 2022	feature selectionFine-Grained Image Classification	—Unverified	0
DiRaC-I: Identifying Diverse and Rare Training Classes for Zero-Shot Learning	Dec 31, 2022	Active LearningAttribute	—Unverified	0
Machine Learning and Thermography Applied to the Detection and Classification of Cracks in Building	Dec 30, 2022	image-classificationImage Classification	—Unverified	0
Learning Multimodal Data Augmentation in Feature Space	Dec 29, 2022	Data Augmentationimage-classification	CodeCode Available	1
On Learning the Structure of Clusters in Graphs	Dec 29, 2022	ClusteringGraph Clustering	—Unverified	0
Thermal Heating in ReRAM Crossbar Arrays: Challenges and Solutions	Dec 28, 2022	Image Classification	—Unverified	0

Show:10 25 50

← PrevPage 350 of 1042Next →

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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified