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 35813590 of 10420 papers

TitleStatusHype
Enhancing CNN Classification with Lamarckian Memetic Algorithms and Local Search0
Enhancing Continuous Domain Adaptation with Multi-Path Transfer Curriculum0
Bias mitigation techniques in image classification: fair machine learning in human heritage collections0
A Closed-Form Learned Pooling for Deep Classification Networks0
An approach based on class activation maps for investigating the effects of data augmentation on neural networks for image classification0
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach0
Fine-graind Image Classification via Combining Vision and Language0
Enhancing Fine-grained Image Classification through Attentive Batch Training0
Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models0
Fine-grained Discriminative Localization via Saliency-guided Faster R-CNN0
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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