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 1341–1350 of 10420 papers

Title	Date	Tasks	Status	Hype
Sinkformers: Transformers with Doubly Stochastic Attention	Oct 22, 2021	Image Classification	CodeCode Available	1
A Simple Baseline for Low-Budget Active Learning	Oct 22, 2021	Active Learningimage-classification	CodeCode Available	1
Grafting Transformer on Automatically Designed Convolutional Neural Network for Hyperspectral Image Classification	Oct 21, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Learning Partial Equivariances from Data	Oct 19, 2021	Image ClassificationRotated MNIST	CodeCode Available	1
Training Deep Neural Networks with Adaptive Momentum Inspired by the Quadratic Optimization	Oct 18, 2021	BIG-bench Machine Learningimage-classification	CodeCode Available	1
HRFormer: High-Resolution Transformer for Dense Prediction	Oct 18, 2021	Image ClassificationMulti-Person Pose Estimation	CodeCode Available	1
Adversarial Attacks on ML Defense Models Competition	Oct 15, 2021	Adversarial AttackAdversarial Robustness	CodeCode Available	1
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes	Oct 15, 2021	DescriptiveImage Classification	CodeCode Available	1
Reliable Deep Learning Plant Leaf Disease Classification Based on Light-Chroma Separated Branches	Oct 14, 2021	Image Classification	CodeCode Available	1
Self-Supervised Learning by Estimating Twin Class Distributions	Oct 14, 2021	Fine-Grained 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	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