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 37013710 of 10420 papers

TitleStatusHype
Detecting Visually Relevant Sentences for Fine-Grained Classification0
BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector0
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification0
Evaluation of Confidence-based Ensembling in Deep Learning Image Classification0
Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval0
Evaluation of Deep Learning on an Abstract Image Classification Dataset0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer0
Applications and Effect Evaluation of Generative Adversarial Networks in Semi-Supervised Learning0
An Analysis of the Expressiveness of Deep Neural Network Architectures Based on Their Lipschitz Constants0
ForestHash: Semantic Hashing With Shallow Random Forests and Tiny Convolutional Networks0
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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