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 34513460 of 10420 papers

TitleStatusHype
Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image0
Efficient multivariate sequence classification0
Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation0
Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer0
Binarized Convolutional Neural Networks for Efficient Inference on GPUs0
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
Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection0
Efficient Neural Network Training via Subset Pretraining0
Diagnosis of Autism in Children using Facial Analysis and Deep 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