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 2921–2930 of 10420 papers

Title	Date	Tasks	Status	Hype
Frequency maps reveal the correlation between Adversarial Attacks and Implicit Bias	May 24, 2023	Image Classification	CodeCode Available	0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning	May 24, 2023	Continual Learningimage-classification	CodeCode Available	0
Sorted Convolutional Network for Achieving Continuous Rotational Invariance	May 23, 2023	Data Augmentationimage-classification	—Unverified	0
Federated Variational Inference: Towards Improved Personalization and Generalization	May 23, 2023	Bayesian InferenceFederated Learning	—Unverified	0
Enhancing Accuracy and Robustness through Adversarial Training in Class Incremental Continual Learning	May 23, 2023	Adversarial AttackContinual Learning	—Unverified	0
Continual Learning with Strong Experience Replay	May 23, 2023	Continual Learningimage-classification	CodeCode Available	0
Impact of Light and Shadow on Robustness of Deep Neural Networks	May 23, 2023	image-classificationImage Classification	—Unverified	0
Efficient Multi-Scale Attention Module with Cross-Spatial Learning	May 23, 2023	Dimensionality Reductionimage-classification	CodeCode Available	2
Getting ViT in Shape: Scaling Laws for Compute-Optimal Model Design	May 22, 2023	image-classificationImage Classification	—Unverified	0
Task Arithmetic in the Tangent Space: Improved Editing of Pre-Trained Models	May 22, 2023	DisentanglementImage 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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified