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 40114020 of 10420 papers

TitleStatusHype
LightCLIP: Learning Multi-Level Interaction for Lightweight Vision-Language Models0
PipeOptim: Ensuring Effective 1F1B Schedule with Optimizer-Dependent Weight PredictionCode0
CLIP-QDA: An Explainable Concept Bottleneck Model0
Negotiated Representations to Prevent Forgetting in Machine Learning ApplicationsCode0
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor0
Utilizing Radiomic Feature Analysis For Automated MRI Keypoint Detection: Enhancing Graph Applications0
Beyond Entropy: Style Transfer Guided Single Image Continual Test-Time Adaptation0
Continual Diffusion with STAMINA: STack-And-Mask INcremental Adapters0
Rethinking Image Editing Detection in the Era of Generative AI Revolution0
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context0
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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