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 8476–8500 of 10420 papers

TitleStatusHype
Deep Transfer Learning for Few-Shot SAR Image Classification—0
Deep transfer learning for image classification: a survey—0
Deep Transfer Learning for Person Re-identification—0
Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images—0
Deep Transfer Learning: Model Framework and Error Analysis—0
DeepTraverse: A Depth-First Search Inspired Network for Algorithmic Visual Understanding—0
Deep View-Sensitive Pedestrian Attribute Inference in an end-to-end Model—0
Deep Visual Domain Adaptation—0
Deep Visual Domain Adaptation: A Survey—0
DeepVO: A Deep Learning approach for Monocular Visual Odometry—0
Defending Adversaries Using Unsupervised Feature Clustering VAE—0
Defending Against Image Corruptions Through Adversarial Augmentations—0
Defending Against Universal Perturbations With Shared Adversarial Training—0
Post-train Black-box Defense via Bayesian Boundary Correction—0
Defending Malware Classification Networks Against Adversarial Perturbations with Non-Negative Weight Restrictions—0
Defensive Tensorization—0
Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks—0
Deferred Poisoning: Making the Model More Vulnerable via Hessian Singularization—0
Defining Quantum Neural Networks via Quantum Time Evolution—0
DefMamba: Deformable Visual State Space Model—0
DeformableFormer: Classification of Endoscopic Ultrasound Guided Fine Needle Biopsy in Pancreatic Diseases—0
Deformable Gabor Feature Networks for Biomedical Image Classification—0
Deformation-Invariant Neural Network and Its Applications in Distorted Image Restoration and Analysis—0
Déjà Vu Memorization in Vision-Language Models—0
Delay Differential Neural Networks—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