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 3481–3490 of 10420 papers

Title	Date	Tasks	Status	Hype
ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification	Jan 1, 2023	DescriptiveFew-Shot Learning	CodeCode Available	1
AdaptiveMix: Improving GAN Training via Feature Space Shrinkage	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1
Quantum-Inspired Spectral-Spatial Pyramid Network for Hyperspectral Image Classification	Jan 1, 2023	Hyperspectral Image Classificationimage-classification	—Unverified	0
PEFAT: Boosting Semi-Supervised Medical Image Classification via Pseudo-Loss Estimation and Feature Adversarial Training	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	0
ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification	Jan 1, 2023	Cross-Domain Few-ShotDomain Generalization	—Unverified	0
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks	Jan 1, 2023	Cross-Modal RetrievalImage Captioning	—Unverified	0
Co-Training 2L Submodels for Visual Recognition	Jan 1, 2023	image-classificationImage Classification	—Unverified	0
A General Regret Bound of Preconditioned Gradient Method for DNN Training	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1
Evolved Part Masking for Self-Supervised Learning	Jan 1, 2023	image-classificationImage Classification	—Unverified	0
Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1

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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