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 1741–1750 of 10420 papers

Title	Date	Tasks	Status	Hype
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search	Dec 13, 2020	image-classificationImage Classification	CodeCode Available	1
Attentional-Biased Stochastic Gradient Descent	Dec 13, 2020	ClassificationGeneral Classification	CodeCode Available	1
Multi-direction Networks with Attentional Spectral Prior for Hyperspectral Image Classification	Dec 11, 2020	General ClassificationHyperspectral Image Classification	CodeCode Available	1
Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise	Dec 10, 2020	Image Classification	CodeCode Available	1
Multi-Objective Interpolation Training for Robustness to Label Noise	Dec 8, 2020	Contrastive LearningImage Classification	CodeCode Available	1
Towards Uncovering the Intrinsic Data Structures for Unsupervised Domain Adaptation using Structurally Regularized Deep Clustering	Dec 8, 2020	ClusteringConstrained Clustering	CodeCode Available	1
Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification	Dec 6, 2020	ClassificationGeneral Classification	CodeCode Available	1
FloodNet: A High Resolution Aerial Imagery Dataset for Post Flood Scene Understanding	Dec 5, 2020	image-classificationImage Classification	CodeCode Available	1
Learning Equivariant Representations	Dec 4, 2020	3D Shape ClassificationGeneral Classification	CodeCode Available	1
Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification	Dec 4, 2020	Bayesian InferenceDecision Making Under Uncertainty	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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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