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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2626–2650 of 10420 papers

TitleStatusHype
Classifying neuromorphic data using a deep learning framework for image classification—0
A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification—0
Early Detection and Classification of Breast Cancer Using Deep Learning Techniques—0
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example—0
A Parallel Way to Select the Parameters of SVM Based on the Ant Optimization Algorithm—0
ROI Regularization for Semi-supervised and Supervised Learning—0
Classifying and Segmenting Microscopy Images Using Convolutional Multiple Instance Learning—0
A Comprehensive Study of Vision Transformers in Image Classification Tasks—0
APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks—0
Classifier Guidance Enhances Diffusion-based Adversarial Purification by Preserving Predictive Information—0
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis—0
Classifier Ensemble for Efficient Uncertainty Calibration of Deep Neural Networks for Image Classification—0
APAC: Augmented PAttern Classification with Neural Networks—0
Dynamic texture and scene classification by transferring deep image features—0
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning—0
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach—0
Classification of Skin Cancer Images using Convolutional Neural Networks—0
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study—0
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment—0
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000—0
Classification of Quantitative Light-Induced Fluorescence Images Using Convolutional Neural Network—0
Classification of Noncoding RNA Elements Using Deep Convolutional Neural Networks—0
An Uncertainty-Aware Deep Learning Framework for Defect Detection in Casting Products—0
Classification of NEQR Processed Classical Images using Quantum Neural Networks (QNN)—0
Classification of Medical Images and Illustrations in the Biomedical Literature Using Synergic Deep Learning—0
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All datasetsImageNetCIFAR-10CIFAR-100STL-10ObjectNetMNISTSVHNiNaturalist 2018ImageNet ReaLFlowers-102Clothing1Mmini WebVision 1.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91—Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98—Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94—Unverified
4DaViT-GTop 1 Accuracy90.4—Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
6DaViT-HTop 1 Accuracy90.2—Unverified
7SwinV2-GTop 1 Accuracy90.17—Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1—Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05—Unverified
10RevCol-HTop 1 Accuracy90—Unverified