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 26312640 of 10420 papers

TitleStatusHype
A Comprehensive Study of Vision Transformers in Image Classification Tasks0
Dynamic Probabilistic Pruning: A general framework for hardware-constrained pruning at different granularities0
Dynamic Routing on Deep Neural Network for Thoracic Disease Classification and Sensitive Area Localization0
Dynamic Shuffle: An Efficient Channel Mixture Method0
APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks0
Classifier Guidance Enhances Diffusion-based Adversarial Purification by Preserving Predictive Information0
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis0
Classifier Ensemble for Efficient Uncertainty Calibration of Deep Neural Networks for Image Classification0
APAC: Augmented PAttern Classification with Neural Networks0
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair 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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified