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 4976–5000 of 10420 papers

TitleStatusHype
A Stochastic Proximal Polyak Step SizeCode0
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication—0
Multi-label Image Classification using Adaptive Graph Convolutional Networks: from a Single Domain to Multiple Domains—0
Deep Residual Axial Networks—0
Deep Axial Hypercomplex Networks—0
A Privacy Preserving Method with a Random Orthogonal Matrix for ConvMixer Models—0
Semi-Supervised Learning with Pseudo-Negative Labels for Image ClassificationCode0
Deep Learning based Multi-Label Image Classification of Protest Activities—0
Objective Evaluation-based High-efficiency Learning Framework for Hyperspectral Image Classification—0
Image Data Augmentation Approaches: A Comprehensive Survey and Future directionsCode0
SEQUENT: Towards Traceable Quantum Machine Learning using Sequential Quantum Enhanced TrainingCode0
Improving Human-AI Collaboration With Descriptions of AI Behavior—0
Artificial intelligence based glaucoma and diabetic retinopathy detection using MATLAB — retrained AlexNet convolutional neural networkCode0
Skip-Attention: Improving Vision Transformers by Paying Less Attention—0
Convolutional XGBoost (C-XGBOOST) Model for Brain Tumor Detection—0
Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers—0
On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal RepresentationsCode0
Explainability and Robustness of Deep Visual Classification Models—0
A New Perspective to Boost Vision Transformer for Medical Image Classification—0
Acne Severity Grading on Face Images via Extraction and Guidance of Prior KnowledgeCode0
Evolved Part Masking for Self-Supervised Learning—0
RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training—0
Efficient Converted Spiking Neural Network for 3D and 2D Classification—0
Self-supervised Pre-training for Mirror Detection—0
Initialization Noise in Image Gradients and Saliency Maps—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