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 23512360 of 10420 papers

TitleStatusHype
MoMBS: Mixed-order minibatch sampling enhances model training from diverse-quality images0
Asymmetric Duos: Sidekicks Improve Uncertainty0
COLORA: Efficient Fine-Tuning for Convolutional Models with a Study Case on Optical Coherence Tomography Image Classification0
EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion0
Feature Preserving Shrinkage on Bayesian Neural Networks via the R2D2 Prior0
Ownership Verification of DNN Models Using White-Box Adversarial Attacks with Specified Probability Manipulation0
SemSegBench & DetecBench: Benchmarking Reliability and Generalization Beyond ClassificationCode0
When VLMs Meet Image Classification: Test Sets Renovation via Missing Label Identification0
TULiP: Test-time Uncertainty Estimation via Linearization and Weight Perturbation0
Accelerating Targeted Hard-Label Adversarial Attacks in Low-Query Black-Box SettingsCode0
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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