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 1951–1960 of 10420 papers

Title	Date	Tasks	Status	Hype
Non-Local Neural Networks With Grouped Bilinear Attentional Transforms	Jun 1, 2020	Image ClassificationVideo Classification	CodeCode Available	1
Attentive Weights Generation for Few Shot Learning via Information Maximization	Jun 1, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
Rotation Equivariant Graph Convolutional Network for Spherical Image Classification	Jun 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
Stochastic Classifiers for Unsupervised Domain Adaptation	Jun 1, 2020	Domain Adaptationimage-classification	CodeCode Available	1
Deep convolutional tensor network	May 29, 2020	image-classificationImage Classification	CodeCode Available	1
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification	May 28, 2020	Few-Shot Image ClassificationFine-Grained Image Recognition	CodeCode Available	1
On the Difficulty of Membership Inference Attacks	May 27, 2020	image-classificationImage Classification	CodeCode Available	1
SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure	May 27, 2020	BIG-bench Machine LearningDomain Adaptation	CodeCode Available	1
Hyperspectral Image Classification with Attention Aided CNNs	May 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
From ImageNet to Image Classification: Contextualizing Progress on Benchmarks	May 22, 2020	ClassificationGeneral 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