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 35913600 of 10420 papers

TitleStatusHype
Supervised Contrastive Vision Transformer for Breast Histopathological Image Classification0
Vocabulary-free Image Classification and Semantic SegmentationCode0
Lighter, Better, Faster Multi-Source Domain Adaptation with Gaussian Mixture Models and Optimal TransportCode0
Tree Bandits for Generative Bayes0
Assessing The Impact of CNN Auto Encoder-Based Image Denoising on Image Classification TasksCode0
Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model0
Distributed Federated Learning-Based Deep Learning Model for Privacy MRI Brain Tumor Detection0
A variable metric proximal stochastic gradient method: an application to classification problemsCode0
Interaction as Explanation: A User Interaction-based Method for Explaining Image Classification Models0
Breast Cancer Image Classification Method Based on Deep Transfer Learning0
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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