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 13311340 of 10420 papers

TitleStatusHype
Modeling & Evaluating the Performance of Convolutional Neural Networks for Classifying Steel Surface Defects0
Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target TokensCode0
Certification for Differentially Private Prediction in Gradient-Based TrainingCode0
LightGBM robust optimization algorithm based on topological data analysis0
WATT: Weight Average Test-Time Adaptation of CLIPCode2
CNN Based Flank Predictor for Quadruped Animal Species0
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image ClassificationCode2
Online Anchor-based Training for Image Classification Tasks0
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty EstimationCode0
Advancing Cross-Domain Generalizability in Face Anti-Spoofing: Insights, Design, and Metrics0
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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