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 1801–1810 of 10420 papers

Title	Date	Tasks	Status	Hype
Training independent subnetworks for robust prediction	Oct 13, 2020	Image Classification	VerifiedCommunity Verified — 1 reproduction	1
Shape-Texture Debiased Neural Network Training	Oct 12, 2020	Adversarial RobustnessData Augmentation	CodeCode Available	1
Open-sourced Dataset Protection via Backdoor Watermarking	Oct 12, 2020	image-classificationImage Classification	CodeCode Available	1
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models	Oct 11, 2020	Contrastive Learningimage-classification	CodeCode Available	1
Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification	Oct 11, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Regularizing Neural Networks via Adversarial Model Perturbation	Oct 10, 2020	Image Classificationmodel	CodeCode Available	1
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification	Oct 9, 2020	Domain AdaptationDomain Generalization	CodeCode Available	1
A Fully Tensorized Recurrent Neural Network	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	1
Learning Binary Semantic Embedding for Histology Image Classification and Retrieval	Oct 7, 2020	ClassificationGeneral Classification	CodeCode Available	1
A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference	Oct 6, 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