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 1011–1020 of 10420 papers

Title	Date	Tasks	Status	Hype
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification	Nov 25, 2021	image-classificationImage Classification	CodeCode Available	1
Vision Transformers with Patch Diversification	Apr 26, 2021	DiversityImage Classification	CodeCode Available	1
Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?	Apr 19, 2021	Adversarial RobustnessImage Classification	CodeCode Available	1
Improving Cross-domain Few-shot Classification with Multilayer Perceptron	Dec 15, 2023	ClassificationCross-Domain Few-Shot	CodeCode Available	1
A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes	Sep 15, 2020	Deep LearningDescriptive	CodeCode Available	1
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels	Mar 25, 2021	Image ClassificationLearning with noisy labels	CodeCode Available	1
IMAE for Noise-Robust Learning: Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude's Variance Matters	Mar 28, 2019	image-classificationImage Classification	CodeCode Available	1
Improving Medical Image Classification in Noisy Labels Using Only Self-supervised Pretraining	Aug 8, 2023	Classificationimage-classification	CodeCode Available	1
A Second-Order Approach to Learning with Instance-Dependent Label Noise	Dec 22, 2020	Image ClassificationImage Classification with Label Noise	CodeCode Available	1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-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	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