SOTAVerified

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

Showing 44114420 of 10420 papers

TitleStatusHype
Explanation and Use of Uncertainty Quantified by Bayesian Neural Network Classifiers for Breast Histopathology Images0
A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration0
BAFFLE: TOWARDS RESOLVING FEDERATED LEARNING’S DILEMMA - THWARTING BACKDOOR AND INFERENCE ATTACKS0
DomainSiam: Domain-Aware Siamese Network for Visual Object Tracking0
Deep Learning for Hyperspectral Image Classification: An Overview0
Deep Learning For Computer Vision Tasks: A review0
BadScan: An Architectural Backdoor Attack on Visual State Space Models0
Hyperspectral Image Classification with Spatial Consistence Using Fully Convolutional Spatial Propagation Network0
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field0
Deep Learning for Climate Action: Computer Vision Analysis of Visual Narratives on X0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified