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

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Showing 2501–2510 of 10420 papers

Title	Date	Tasks	Status	Score
Revisiting 16-bit Neural Network Training: A Practical Approach for Resource-Limited Learning	May 18, 2023	Image Classification	CodeCode Available	5
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
Inference via Sparse Coding in a Hierarchical Vision Model	Aug 3, 2021	image-classificationImage Classification	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification	Dec 13, 2017	General Classificationimage-classification	CodeCode Available	5
Understanding Intrinsic Robustness Using Label Uncertainty	Jul 7, 2021	Adversarial RobustnessClassification	CodeCode Available	5
Influence of Image Classification Accuracy on Saliency Map Estimation	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available	5
Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations	Jun 23, 2021	Domain Adaptationimage-classification	CodeCode Available	5
A Parameterized Generative Adversarial Network Using Cyclic Projection for Explainable Medical Image Classification	Nov 24, 2023	Data AugmentationGenerative Adversarial Network	CodeCode Available	5
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral 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