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 25012510 of 10420 papers

TitleStatusHype
PreMix: Addressing Label Scarcity in Whole Slide Image Classification with Pre-trained Multiple Instance Learning Aggregators0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers0
CNNs Avoid Curse of Dimensionality by Learning on Patches0
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification0
AAformer: Auto-Aligned Transformer for Person Re-Identification0
A Preliminary Study on Data Augmentation of Deep Learning for Image Classification0
Adversarial Masked Image Inpainting for Robust Detection of Mpox and Non-Mpox0
Domain Adaptation and Image Classification via Deep Conditional Adaptation Network0
CNN Feature Map Augmentation for Single-Source Domain Generalization0
VAC-CNN: A Visual Analytics System for Comparative Studies of Deep Convolutional Neural Networks0
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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