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 36013610 of 10420 papers

TitleStatusHype
Enhancing Neural Training via a Correlated Dynamics Model0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference0
A Closed-Form Learned Pooling for Deep Classification Networks0
Enhancing Post-Hoc Explanation Benchmark Reliability for Image Classification0
Enhancing Representations through Heterogeneous Self-Supervised Learning0
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication0
An approach based on class activation maps for investigating the effects of data augmentation on neural networks for image classification0
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach0
Enhancing Small Object Encoding in Deep Neural Networks: Introducing Fast&Focused-Net with Volume-wise Dot Product Layer0
Fine-to-coarse Knowledge Transfer For Low-Res Image Classification0
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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