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 42814290 of 10420 papers

TitleStatusHype
How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning0
How Transferable Are Self-supervised Features in Medical Image Classification Tasks?0
Human Face Recognition using Gabor based Kernel Entropy Component Analysis0
Hybrid quantum image classification and federated learning for hepatic steatosis diagnosis0
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification0
Deep Predictive Coding Network for Object Recognition0
AMUN: Adversarial Machine UNlearning0
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure0
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification0
How to Adapt Your Large-Scale Vision-and-Language Model0
Show:102550
← PrevPage 429 of 1042Next →

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