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 1731–1740 of 10420 papers

Title	Date	Tasks	Status	Hype
FcaNet: Frequency Channel Attention Networks	Dec 22, 2020	image-classificationImage Classification	CodeCode Available	1
Differentially Private Synthetic Medical Data Generation using Convolutional GANs	Dec 22, 2020	Deep Learningimage-classification	CodeCode Available	1
Generative Interventions for Causal Learning	Dec 22, 2020	Image ClassificationOut-of-Distribution Generalization	CodeCode Available	1
When Machine Learning Meets Quantum Computers: A Case Study	Dec 18, 2020	BIG-bench Machine LearningCPU	CodeCode Available	1
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation	Dec 17, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
Image and Text fusion for UPMC Food-101 \ BERT and CNNs	Dec 17, 2020	ClassificationDocument Text Classification	CodeCode Available	1
Point Transformer	Dec 16, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
WILDS: A Benchmark of in-the-Wild Distribution Shifts	Dec 14, 2020	Image Classification	CodeCode Available	1
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU	Dec 14, 2020	GPUimage-classification	CodeCode Available	1
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search	Dec 13, 2020	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