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 29112920 of 10420 papers

TitleStatusHype
Enhanced Image Classification With Data Augmentation Using Position Coordinates0
A Domain Decomposition-Based CNN-DNN Architecture for Model Parallel Training Applied to Image Recognition Problems0
Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification0
An Extendable, Efficient and Effective Transformer-based Object Detector0
CAIPI in Practice: Towards Explainable Interactive Medical Image Classification0
A Comparative Study of CNN, BoVW and LBP for Classification of Histopathological Images0
Enhanced Object Detection via Fusion With Prior Beliefs from Image Classification0
CageViT: Convolutional Activation Guided Efficient Vision Transformer0
CADICA: a new dataset for coronary artery disease detection by using invasive coronary angiography0
An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration0
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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