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

Showing 23212330 of 10420 papers

TitleStatusHype
Comparative Evaluation of Clustered Federated Learning MethodsCode0
InterpNET: Neural Introspection for Interpretable Deep LearningCode0
Interlocking Backpropagation: Improving depthwise model-parallelismCode0
ISyNet: Convolutional Neural Networks design for AI acceleratorCode0
Knowledge Transfer for Melanoma Screening with Deep LearningCode0
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging ClassificationCode0
Instance Temperature Knowledge DistillationCode0
Instance-dependent Label Distribution Estimation for Learning with Label NoiseCode0
Instilling Inductive Biases with SubnetworksCode0
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified