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 8976–9000 of 10420 papers

TitleStatusHype
Resolution-Invariant Image Classification based on Fourier Neural OperatorsCode0
On the Viability of Monocular Depth Pre-training for Semantic SegmentationCode0
Guardian of the Ensembles: Introducing Pairwise Adversarially Robust Loss for Resisting Adversarial Attacks in DNN EnsemblesCode0
Image Classification with Hierarchical Multigraph NetworksCode0
Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNetsCode0
Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNetsCode0
An Empirical Study on the Relation between Network Interpretability and Adversarial RobustnessCode0
Does Data Repair Lead to Fair Models? Curating Contextually Fair Data To Reduce Model BiasCode0
AMNet: Memorability Estimation with AttentionCode0
How to use model architecture and training environment to estimate the energy consumption of DL trainingCode0
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeedCode0
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of MultipliersCode0
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object DetectionCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Partial sensitivity analysis in differential privacyCode0
Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural NetworksCode0
Modified Step Size for Enhanced Stochastic Gradient Descent: Convergence and ExperimentsCode0
Modularity Trumps Invariance for Compositional RobustnessCode0
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and ClassificationCode0
A Synaptic Neural Network and Synapse LearningCode0
R2-MLP: Round-Roll MLP for Multi-View 3D Object RecognitionCode0
Classifying a specific image region using convolutional nets with an ROI mask as inputCode0
Class-Conditioned Transformation for Enhanced Robust Image ClassificationCode0
DIVE: Inverting Conditional Diffusion Models for Discriminative TasksCode0
ImageNet Classification with Deep Convolutional Neural NetworksCode0
Show:102550
← PrevPage 360 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