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 661670 of 10419 papers

TitleStatusHype
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models0
PROFIT: A Specialized Optimizer for Deep Fine Tuning0
Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability0
Class Distance Weighted Cross Entropy Loss for Classification of Disease Severity0
Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture0
Token Cropr: Faster ViTs for Quite a Few TasksCode1
2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image ClassificationCode2
SPF-Net: Solar panel fault detection using U-Net based deep learning image classification0
Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise0
On the Performance Analysis of Momentum Method: A Frequency Domain PerspectiveCode1
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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
10RevCol-HTop 1 Accuracy90Unverified