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 32713280 of 10420 papers

TitleStatusHype
SATBA: An Invisible Backdoor Attack Based On Spatial Attention0
A Light-weight Deep Learning Model for Remote Sensing Image Classification0
Agile Modeling: From Concept to Classifier in Minutes0
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive FilteringCode0
Fact or Artifact? Revise Layer-wise Relevance Propagation on various ANN Architectures0
A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification0
Real-Time Damage Detection in Fiber Lifting Ropes Using Lightweight Convolutional Neural NetworksCode0
StudyFormer : Attention-Based and Dynamic Multi View Classifier for X-ray images0
Stress and Adaptation: Applying Anna Karenina Principle in Deep Learning for Image Classification0
A Gradient Boosting Approach for Training Convolutional and Deep Neural NetworksCode0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified