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 691700 of 10419 papers

TitleStatusHype
Achieving Fairness Through Channel Pruning for Dermatological Disease DiagnosisCode1
Can An Image Classifier Suffice For Action Recognition?Code1
CLCC: Contrastive Learning for Color ConstancyCode1
Cross-Domain Ensemble Distillation for Domain GeneralizationCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
An In-depth Study of Stochastic BackpropagationCode1
Adaptive Risk Minimization: Learning to Adapt to Domain ShiftCode1
Cross-Layer Retrospective Retrieving via Layer AttentionCode1
CLCNet: Rethinking of Ensemble Modeling with Classification Confidence NetworkCode1
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODECode1
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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