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 34613470 of 10420 papers

TitleStatusHype
Efficient non-uniform quantizer for quantized neural network targeting reconfigurable hardware0
An Automatic Image Content Retrieval Method for better Mobile Device Display User Experiences0
Diagnosis of Skin Cancer Using VGG16 and VGG19 Based Transfer Learning Models0
Diagnosis of Autism in Children using Facial Analysis and Deep Learning0
Diagnosis of Alzheimer's Disease via Multi-modality 3D Convolutional Neural Network0
Efficient Privacy Preserving Edge Computing Framework for Image Classification0
Diagnosis and Analysis of Celiac Disease and Environmental Enteropathy on Biopsy Images using Deep Learning Approaches0
Efficient, probabilistic analysis of combinatorial neural codes0
Efficient Progressive Neural Architecture Search0
BI-MAML: Balanced Incremental Approach for Meta Learning0
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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