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 2101–2110 of 10420 papers

Title	Date	Tasks	Status	Hype
Hidden Trigger Backdoor Attacks	Sep 30, 2019	Backdoor Attackimage-classification	CodeCode Available	1
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network	Sep 29, 2019	ClassificationGeneral Classification	CodeCode Available	1
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML	Sep 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation	Sep 4, 2019	image-classificationImage Classification	CodeCode Available	1
Confidence Regularized Self-Training	Aug 26, 2019	Domain Adaptationimage-classification	CodeCode Available	1
Learning Filter Basis for Convolutional Neural Network Compression	Aug 23, 2019	General Classificationimage-classification	CodeCode Available	1
Dynamic Graph Message Passing Networks	Aug 19, 2019	Image Classificationobject-detection	CodeCode Available	1
Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks	Aug 18, 2019	BenchmarkingImage Classification	CodeCode Available	1
On the Variance of the Adaptive Learning Rate and Beyond	Aug 8, 2019	image-classificationImage Classification	CodeCode Available	1
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning	Aug 8, 2019	image-classificationImage Classification	CodeCode Available	1

Show:10 25 50

← PrevPage 211 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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified