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 29512960 of 10420 papers

TitleStatusHype
Spatial-Temporal Search for Spiking Neural Networks0
A Combinatorial Approach to Neural Emergent Communication0
Noise Adaption Network for Morse Code Image ClassificationCode0
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks0
New Insight in Cervical Cancer Diagnosis Using Convolution Neural Network Architecture0
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive LearningCode0
Deep Learning for Active Region Classification: A Systematic Study from Convolutional Neural Networks to Vision Transformers0
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing0
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification0
Benchmarking Large Language Models for Image Classification of Marine MammalsCode0
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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