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 3676–3700 of 10420 papers

TitleStatusHype
Detection of Non-uniformity in Parameters for Magnetic Domain Pattern Generation by Machine Learning—0
Bias-Eliminating Augmentation Learning for Debiased Federated Learning—0
Evaluating Capability of Deep Neural Networks for Image Classification via Information Plane—0
Detection of Degraded Acacia tree species using deep neural networks on uav drone imagery—0
Food Image Classification and Segmentation with Attention-based Multiple Instance Learning—0
Fooling a Real Car with Adversarial Traffic Signs—0
Evaluating Deep Convolutional Neural Networks for Material Classification—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
ClickBAIT: Click-based Accelerated Incremental Training of Convolutional Neural Networks—0
BFO Meets HOG: Feature Extraction Based on Histograms of Oriented p.d.f. Gradients for Image Classification—0
Detection Booster Training: A detection booster training method for improving the accuracy of classifiers.—0
Evaluating Language-biased image classification based on semantic compositionality—0
ClickBAIT-v2: Training an Object Detector in Real-Time—0
Vera Verto: Multimodal Hijacking Attack—0
Detection and Segmentation of Manufacturing Defects with Convolutional Neural Networks and Transfer Learning—0
A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications—0
Fooling Neural Networks for Motion Forecasting via Adversarial Attacks—0
Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks—0
Detecting Visually Relevant Sentences for Fine-Grained Classification—0
BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector—0
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification—0
Evaluating the Progress of Deep Learning for Visual Relational Concepts—0
Evaluating the Robustness of Bayesian Neural Networks Against Different Types of Attacks—0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer—0
Show:102550
← PrevPage 148 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
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