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 7026–7050 of 10420 papers

TitleStatusHype
On Learning the Structure of Clusters in Graphs—0
On Leave-One-Out Conditional Mutual Information For Generalization—0
Online Algorithms for Hierarchical Inference in Deep Learning applications at the Edge—0
Fusion framework and multimodality for the Laplacian approximation of Bayesian neural networks—0
Continual Learning with Dependency Preserving Hypernetworks—0
Optimized Tradeoffs for Private Prediction with Majority Ensembling—0
An Efficient Quantitative Approach for Optimizing Convolutional Neural Networks—0
Optimizing Estimators of Squared Calibration Errors in Classification—0
Fusing Deep Convolutional Networks for Large Scale Visual Concept Classification—0
Online Continual Learning Via Candidates Voting—0
To Store or Not? Online Data Selection for Federated Learning with Limited Storage—0
Online Descriptor Enhancement via Self-Labelling Triplets for Visual Data Association—0
Online Feature Selection with Group Structure Analysis—0
Online Knowledge Distillation via Multi-branch Diversity Enhancement—0
A General Multiple Data Augmentation Based Framework for Training Deep Neural Networks—0
Online Learning in The Manifold of Low-Rank Matrices—0
Online Learning to Sample—0
FUSECAPS: Investigating Feature Fusion Based Framework for Capsule Endoscopy Image Classification—0
Online Representation Learning with Single and Multi-layer Hebbian Networks for Image Classification—0
Online Sensor Hallucination via Knowledge Distillation for Multimodal Image Classification—0
FUNN: Flexible Unsupervised Neural Network—0
The Effects of Spectral Dimensionality Reduction on Hyperspectral Pixel Classification: A Case Study—0
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification—0
Fundamental Limits of Transfer Learning in Binary Classifications—0
Function-Space Variational Inference for Deep Bayesian Classification—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