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 36913700 of 10420 papers

TitleStatusHype
Detection and Segmentation of Manufacturing Defects with Convolutional Neural Networks and Transfer Learning0
A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications0
Fooling Neural Networks for Motion Forecasting via Adversarial Attacks0
Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks0
Detecting Visually Relevant Sentences for Fine-Grained Classification0
BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector0
Detecting Spurious Correlations via Robust Visual Concepts in Real and AI-Generated Image Classification0
Evaluating the Progress of Deep Learning for Visual Relational Concepts0
Evaluating the Robustness of Bayesian Neural Networks Against Different Types of Attacks0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified