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 22912300 of 10420 papers

TitleStatusHype
Compositional Models: Multi-Task Learning and Knowledge Transfer with Modular Networks0
Artificial Intelligence-Based Image Classification for Diagnosis of Skin Cancer: Challenges and Opportunities0
A Feature Embedding Strategy for High-level CNN representations from Multiple ConvNets0
Differentially Private Federated Learning via Inexact ADMM0
Compositional Few-Shot Recognition with Primitive Discovery and Enhancing0
A Feasibility study for Deep learning based automated brain tumor segmentation using Magnetic Resonance Images0
Compositional Convolutional Neural Networks: A Robust and Interpretable Model for Object Recognition under Occlusion0
Combining Compositional Models and Deep Networks For Robust Object Classification under Occlusion0
Acoustic Signal Analysis with Deep Neural Network for Detecting Fault Diagnosis in Industrial Machines0
Compositional Attribute Imbalance in Vision Datasets0
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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