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 111120 of 10419 papers

TitleStatusHype
Fusion of Foundation and Vision Transformer Model Features for Dermatoscopic Image Classification0
When VLMs Meet Image Classification: Test Sets Renovation via Missing Label Identification0
TULiP: Test-time Uncertainty Estimation via Linearization and Weight Perturbation0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers0
GradPCA: Leveraging NTK Alignment for Reliable Out-of-Distribution Detection0
FragFake: A Dataset for Fine-Grained Detection of Edited Images with Vision Language ModelsCode0
SNAP: A Benchmark for Testing the Effects of Capture Conditions on Fundamental Vision TasksCode0
Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification0
Adaptive Temperature Scaling with Conformal Prediction0
Aligning Explanations with Human CommunicationCode0
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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
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 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