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 29312940 of 10420 papers

TitleStatusHype
A New Window Loss Function for Bone Fracture Detection and Localization in X-ray Images with Point-based Annotation0
Enhancing Instance-Level Image Classification with Set-Level Labels0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference0
C2AE: Class Conditioned Auto-Encoder for Open-set Recognition0
A New Perspective to Boost Vision Transformer for Medical Image Classification0
Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models0
Byzantines can also Learn from History: Fall of Centered Clipping in Federated Learning0
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering0
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification0
Enhancing Generalization of First-Order Meta-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
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
10RevCol-HTop 1 Accuracy90Unverified