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 38713880 of 10420 papers

TitleStatusHype
Generalized Resubstitution for Classification Error Estimation0
PhysGAN: Generating Physical-World-Resilient Adversarial Examples for Autonomous Driving0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps0
Exploring the Versatility of Zero-Shot CLIP for Interstitial Lung Disease Classification0
Beyond the Attention: Distinguish the Discriminative and Confusable Features For Fine-grained Image Classification0
Generalized Coverage for More Robust Low-Budget Active Learning0
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning0
Exposing Image Classifier Shortcuts with Counterfactual Frequency (CoF) Tables0
Computational and Storage Efficient Quadratic Neurons for Deep Neural Networks0
Beyond Size and Class Balance: Alpha as a New Dataset Quality Metric for Deep Learning0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified