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 27012710 of 10420 papers

TitleStatusHype
A Novel Solution of an Elastic Net Regularization for Dementia Knowledge Discovery using Deep Learning0
Adversarial Attacks on Image Classification Models: FGSM and Patch Attacks and their Impact0
A Novel Site-Agnostic Multimodal Deep Learning Model to Identify Pro-Eating Disorder Content on Social Media0
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation0
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection0
A Novel Multi-scale Attention Feature Extraction Block for Aerial Remote Sensing Image Classification0
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning0
Efficient Adaptation of Pre-trained Vision Transformer underpinned by Approximately Orthogonal Fine-Tuning Strategy0
Efficient Adaptive Ensembling for Image Classification0
A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation0
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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
10RevCol-HTop 1 Accuracy90Unverified