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 12711280 of 10420 papers

TitleStatusHype
Visual Transformers with Primal Object Queries for Multi-Label Image ClassificationCode1
The Large Labelled Logo Dataset (L3D): A Multipurpose and Hand-Labelled Continuously Growing DatasetCode1
Obtaining Calibrated Probabilities with Personalized Ranking ModelsCode1
PE-former: Pose Estimation TransformerCode1
Locally Shifted Attention With Early Global IntegrationCode1
A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial ImagesCode1
Dilated convolution with learnable spacingsCode1
Scaling Up Influence FunctionsCode1
Interpretable Image Classification with Differentiable Prototypes AssignmentCode1
Hard Sample Aware Noise Robust Learning for Histopathology Image ClassificationCode1
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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