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 27212730 of 10420 papers

TitleStatusHype
Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour0
Efficient Deep Learning Infrastructures for Embedded Computing Systems: A Comprehensive Survey and Future Envision0
Choosing an Appropriate Platform and Workflow for Processing Camera Trap Data using Artificial Intelligence0
Efficient Converted Spiking Neural Network for 3D and 2D Classification0
Efficient Deep Representation Learning by Adaptive Latent Space Sampling0
A novel illumination condition varied image dataset-Food Vision Dataset (FVD) for fair and reliable consumer acceptability predictions from food0
A Comprehensive Literature Review on Sweet Orange Leaf Diseases0
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification0
Detecting inter-sectional accuracy differences in driver drowsiness detection algorithms0
A Novel Framework for Recurrent Neural Networks with Enhancing Information Processing and Transmission between Units0
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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