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 27312740 of 10420 papers

TitleStatusHype
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification0
Detecting inter-sectional accuracy differences in driver drowsiness detection algorithms0
A Novel Framework for Recurrent Neural Networks with Enhancing Information Processing and Transmission between Units0
Chest X-Rays Image Classification from beta-Variational Autoencoders Latent Features0
Chest X-rays Classification: A Multi-Label and Fine-Grained Problem0
A Novel Image Classification Framework Based on Variational Quantum Algorithms0
Adversarial Attacks on Binary Image Recognition Systems0
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification0
Adversarial Attacks for Tabular Data: Application to Fraud Detection and Imbalanced Data0
Chest X-ray Image Classification: A Causal Perspective0
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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