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 5376–5400 of 10420 papers

TitleStatusHype
On the Transferability of Adversarial Examples between Encrypted Models—0
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification—0
Single-Stage Broad Multi-Instance Multi-Label Learning (BMIML) with Diverse Inter-Correlations and its application to medical image classification—0
TransCAB: Transferable Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-WorldCode0
ViTKD: Practical Guidelines for ViT feature knowledge distillation—0
Towards Deep Learning-aided Wireless Channel Estimation and Channel State Information Feedback for 6G—0
Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure—0
Imaging with Equivariant Deep Learning—0
Consistency-Based Semi-supervised Evidential Active Learning for Diagnostic Radiograph Classification—0
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification—0
Class-Specific Channel Attention for Few-Shot Learning—0
Vision Transformers and YoloV5 based Driver Drowsiness Detection Framework—0
Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing LabelsCode0
BinImg2Vec: Augmenting Malware Binary Image Classification with Data2Vec—0
Impact of Scaled Image on Robustness of Deep Neural Networks—0
Impact of Colour Variation on Robustness of Deep Neural Networks—0
Fast Fourier Convolution Based Remote Sensor Image Object Detection for Earth Observation—0
Combating Noisy Labels in Long-Tailed Image Classification—0
To Store or Not? Online Data Selection for Federated Learning with Limited Storage—0
Learning with Differentiable Algorithms—0
ProCo: Prototype-aware Contrastive Learning for Long-tailed Medical Image ClassificationCode0
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors—0
Mayfly optimization with deep learning enabled retinal fundus image classification model—0
Ontology of Visual Objects—0
Transfering Low-Frequency Features for Domain Adaptation—0
Show:102550
← PrevPage 216 of 417Next →
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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90—Unverified