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 37713780 of 10420 papers

TitleStatusHype
HyenaPixel: Global Image Context with ConvolutionsCode0
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance0
Classes Are Not Equal: An Empirical Study on Image Recognition Fairness0
Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling0
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains0
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric EstimationCode0
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization0
Understanding Neural Network Binarization with Forward and Backward Proximal Quantizers0
Scaling Supervised Local Learning with Augmented Auxiliary NetworksCode0
Offline Writer Identification Using Convolutional Neural Network Activation Features0
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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