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 3811–3820 of 10420 papers

Title	Date	Tasks	Status	Score
Coarse-to-Fine Object Tracking Using Deep Features and Correlation Filters	Dec 23, 2020	image-classificationImage Classification	CodeCode Available	5
Explicitly Modeling Pre-Cortical Vision with a Neuro-Inspired Front-End Improves CNN Robustness	Sep 25, 2024	image-classificationImage Classification	CodeCode Available	5
Data Parameters: A New Family of Parameters for Learning a Differentiable Curriculum	Dec 1, 2019	General Classificationimage-classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation	Oct 7, 2016	Aesthetics Quality AssessmentDomain Adaptation	CodeCode Available	5
Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models	Mar 28, 2025	image-classificationImage Classification	CodeCode Available	5
Aligning Explanations with Human Communication	May 21, 2025	image-classificationImage Classification	CodeCode Available	5
Exploiting Invariance in Training Deep Neural Networks	Mar 30, 2021	Image ClassificationObject Detection	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	image-classificationImage Classification	CodeCode Available	5

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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