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 37113720 of 10420 papers

TitleStatusHype
A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications0
Detecting Visually Relevant Sentences for Fine-Grained Classification0
BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector0
Event-Based Control for Online Training of Neural Networks0
Evidence-empowered Transfer Learning for Alzheimer's Disease0
Evidential Federated Learning for Skin Lesion Image Classification0
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer0
An Analysis of the Expressiveness of Deep Neural Network Architectures Based on Their Lipschitz Constants0
Forward-Forward Contrastive 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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified