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 28412850 of 10420 papers

TitleStatusHype
Synergistic Development of Perovskite Memristors and Algorithms for Robust Analog Computing0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image RetrievalCode0
Saliency Maps Give a False Sense of Explanability to Image Classifiers: An Empirical Evaluation across Methods and MetricsCode0
Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability0
Class Distance Weighted Cross Entropy Loss for Classification of Disease Severity0
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models0
PROFIT: A Specialized Optimizer for Deep Fine Tuning0
Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture0
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
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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
10RevCol-HTop 1 Accuracy90Unverified