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 32813290 of 10420 papers

TitleStatusHype
Nutrispace: A novel color space to enhance deep learning based early detection of cucurbits nutritional deficiency0
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent DataCode0
ColorMAE: Exploring data-independent masking strategies in Masked AutoEncodersCode0
LookupViT: Compressing visual information to a limited number of tokens0
Non-parametric regularization for class imbalance federated medical image classificationCode0
Benchmarking Robust Self-Supervised Learning Across Diverse Downstream TasksCode0
Toward INT4 Fixed-Point Training via Exploring Quantization Error for Gradients0
Adaptive Cascading Network for Continual Test-Time AdaptationCode0
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification0
Generalized Coverage for More Robust Low-Budget Active 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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified