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

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Showing 2601–2650 of 10419 papers

TitleStatusHype
Class Machine Unlearning for Complex Data via Concepts Inference and Data Poisoning—0
A^2-UAV: Application-Aware Content and Network Optimization of Edge-Assisted UAV Systems—0
A Physics-Inspired Optimizer: Velocity Regularized Adam—0
Class Knowledge Overlay to Visual Feature Learning for Zero-Shot Image Classification—0
Adversarial Embedding: A robust and elusive Steganography and Watermarking technique—0
EBHI:A New Enteroscope Biopsy Histopathological H&E Image Dataset for Image Classification Evaluation—0
ECO: Ensembling Context Optimization for Vision-Language Models—0
Edge AI: Evaluation of Model Compression Techniques for Convolutional Neural Networks—0
Class Instance Balanced Learning for Long-Tailed Classification—0
Class-Incremental Mixture of Gaussians for Deep Continual Learning—0
A Perspective on Deep Vision Performance with Standard Image and Video Codecs—0
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection—0
A Performance Evaluation of Convolutional Neural Networks for Face Anti Spoofing—0
Adversarial Dropout Regularization—0
Early Start Intention Detection of Cyclists Using Motion History Images and a Deep Residual Network—0
Class-incremental learning: survey and performance evaluation on image classification—0
Class incremental learning for video action classification—0
Adversarial Distillation for Ordered Top-k Attacks—0
Classifying Video based on Automatic Content Detection Overview—0
A Particle-based Sparse Gaussian Process Optimizer—0
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking—0
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads—0
Classifying the Equation of State from Rotating Core Collapse Gravitational Waves with Deep Learning—0
A^2-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder—0
Classifying neuromorphic data using a deep learning framework for image classification—0
A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification—0
Early Detection and Classification of Breast Cancer Using Deep Learning Techniques—0
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example—0
A Parallel Way to Select the Parameters of SVM Based on the Ant Optimization Algorithm—0
ROI Regularization for Semi-supervised and Supervised Learning—0
Classifying and Segmenting Microscopy Images Using Convolutional Multiple Instance Learning—0
A Comprehensive Study of Vision Transformers in Image Classification Tasks—0
APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks—0
Classifier Guidance Enhances Diffusion-based Adversarial Purification by Preserving Predictive Information—0
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis—0
Classifier Ensemble for Efficient Uncertainty Calibration of Deep Neural Networks for Image Classification—0
APAC: Augmented PAttern Classification with Neural Networks—0
Dynamic texture and scene classification by transferring deep image features—0
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning—0
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach—0
Classification of Skin Cancer Images using Convolutional Neural Networks—0
Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study—0
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment—0
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000—0
Classification of Quantitative Light-Induced Fluorescence Images Using Convolutional Neural Network—0
Classification of Noncoding RNA Elements Using Deep Convolutional Neural Networks—0
An Uncertainty-Aware Deep Learning Framework for Defect Detection in Casting Products—0
Classification of NEQR Processed Classical Images using Quantum Neural Networks (QNN)—0
Classification of Medical Images and Illustrations in the Biomedical Literature Using Synergic Deep Learning—0
An Ultralightweight Hybrid CNN Based on Redundancy Removal for Hyperspectral Image 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
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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90—Unverified