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 3701–3725 of 10420 papers

TitleStatusHype
FoveaTer: Foveated Transformer for Image Classification—0
FPDANet: A Multi-Section Classification Model for Intelligent Screening of Fetal Ultrasound—0
Detection of concealed cars in complex cargo X-ray imagery using Deep Learning—0
Detection of Children Abuse by Voice and Audio Classification by Short-Time Fourier Transform Machine Learning implemented on Nvidia Edge GPU device—0
Evaluation of Deep Convolutional Nets for Document Image Classification and Retrieval—0
Evaluation of Deep Learning on an Abstract Image Classification Dataset—0
BFO Meets HOG: Feature Extraction Based on Histograms of Oriented p.d.f. Gradients for Image Classification—0
Applications and Effect Evaluation of Generative Adversarial Networks in Semi-Supervised Learning—0
Detection Booster Training: A detection booster training method for improving the accuracy of classifiers.—0
Fidelity of Interpretability Methods and Perturbation Artifacts in Neural Networks—0
Detection and Segmentation of Manufacturing Defects with Convolutional Neural Networks and Transfer Learning—0
Evaluation, Tuning and Interpretation of Neural Networks for Meteorological Applications—0
A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications—0
Event-Based Control for Online Training of Neural Networks—0
Evidence-empowered Transfer Learning for Alzheimer's Disease—0
Evidential Federated Learning for Skin Lesion Image Classification—0
FPGA-based Acceleration of Neural Network for Image Classification using Vitis AI—0
Detecting Visually Relevant Sentences for Fine-Grained Classification—0
BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector—0
Evolutionary Cell Aided Design for Neural Network Architectures—0
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification—0
Evolutionary Multi-objective Optimisation in Neurotrajectory Prediction—0
Evolutionary Neural Architecture Search for Image Restoration—0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer—0
An Analysis of the Expressiveness of Deep Neural Network Architectures Based on Their Lipschitz Constants—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