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 35413550 of 10420 papers

TitleStatusHype
Advancing Multimodal Medical Capabilities of Gemini0
TED: Accelerate Model Training by Internal Generalization0
A Lightweight Neural Architecture Search Model for Medical Image Classification0
Multi-method Integration with Confidence-based Weighting for Zero-shot Image Classification0
Uncertainty-aware self-training with expectation maximization basis transformation0
Efficient and Flexible Method for Reducing Moderate-size Deep Neural Networks with Condensation0
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck ModelsCode0
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A SurveyCode0
Transformers Fusion across Disjoint Samples for Hyperspectral Image Classification0
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey0
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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