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 30813090 of 10420 papers

TitleStatusHype
Impact of ML Optimization Tactics on Greener Pre-Trained ML Models0
Hyperspectral Image Classification Based on Faster Residual Multi-branch Spiking Neural Network0
Unraveling the Hessian: A Key to Smooth Convergence in Loss Function LandscapesCode0
StableMamba: Distillation-free Scaling of Large SSMs for Images and Videos0
Few-Shot Learning Approach on Tuberculosis Classification Based on Chest X-Ray Images0
Agglomerative Token Clustering0
Anti-ESIA: Analyzing and Mitigating Impacts of Electromagnetic Signal Injection Attacks0
Multi-Cohort Framework with Cohort-Aware Attention and Adversarial Mutual-Information Minimization for Whole Slide Image Classification0
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks?0
InfoDisent: Explainability of Image Classification Models by Information Disentanglement0
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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