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 10001–10025 of 10420 papers

TitleStatusHype
A Class of Parallel Doubly Stochastic Algorithms for Large-Scale Learning—0
Adversarial Perturbations Against Deep Neural Networks for Malware Classification—0
Convolutional Neural Fabrics—0
Selective Unsupervised Feature Learning with Convolutional Neural Network (S-CNN)—0
Integrated perception with recurrent multi-task neural networks—0
Unifying Geometric Features and Facial Action Units for Improved Performance of Facial Expression Analysis—0
Recursive Autoconvolution for Unsupervised Learning of Convolutional Neural NetworksCode0
Approximate Log-Hilbert-Schmidt Distances Between Covariance Operators for Image Classification—0
PPP: Joint Pointwise and Pairwise Image Label Prediction—0
On Benefits of Selection Diversity via Bilevel Exclusive Sparsity—0
Deep Decision Network for Multi-Class Image Classification—0
Region Ranking SVM for Image Classification—0
Hierarchical Gaussian Descriptor for Person Re-Identification—0
Conditional Graphical Lasso for Multi-Label Image Classification—0
Hyperspectral Image Classification with Support Vector Machines on Kernel Distribution Embeddings—0
FractalNet: Ultra-Deep Neural Networks without ResidualsCode0
Wide Residual NetworksCode1
Fine-to-coarse Knowledge Transfer For Low-Res Image Classification—0
End-to-End Kernel Learning with Supervised Convolutional Kernel Networks—0
On the Sampling Strategy for Evaluation of Spectral-spatial Methods in Hyperspectral Image Classification—0
MUST-CNN: A Multilayer Shift-and-Stitch Deep Convolutional Architecture for Sequence-based Protein Structure PredictionCode0
Image Classification of Grapevine Buds using Scale-Invariant Features Transform, Bag of Features and Support Vector Machines—0
Distributed stochastic optimization for deep learning (thesis)—0
Image Colorization Using a Deep Convolutional Neural Network—0
Deep Learning with Eigenvalue Decay RegularizerCode0
Show:102550
← PrevPage 401 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
5DaViT-HTop 1 Accuracy90.2—Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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