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 35913600 of 10420 papers

TitleStatusHype
Fine-Grained Image Classification via Combining Vision and Language0
Enhancing Glass Defect Detection with Diffusion Models: Addressing Imbalanced Datasets in Manufacturing Quality Control0
Enhancing Image Classification in Small and Unbalanced Datasets through Synthetic Data Augmentation0
Enhancing Instance-Level Image Classification with Set-Level Labels0
Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models0
Enhancing Intrinsic Features for Debiasing via Investigating Class-Discerning Common Attributes in Bias-Contrastive Pair0
Enhancing JEPAs with Spatial Conditioning: Robust and Efficient Representation Learning0
Enhancing Layer Attention Efficiency through Pruning Redundant Retrievals0
Fine-Grained Neural Architecture Search0
Detection of Plant Leaf Disease Directly in the JPEG Compressed Domain using Transfer Learning Technique0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified