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 11011110 of 10420 papers

TitleStatusHype
Classifier Guidance Enhances Diffusion-based Adversarial Purification by Preserving Predictive Information0
A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class0
A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation0
PRECISe : Prototype-Reservation for Explainable Classification under Imbalanced and Scarce-Data SettingsCode0
Breast-NET: a lightweight DCNN model for breast cancer detection and grading using histological samplesCode0
Generalisation First, Memorisation Second? Memorisation Localisation for Natural Language Classification Tasks0
LiD-FL: Towards List-Decodable Federated LearningCode0
Pediatric TSC-Related Epilepsy Classification from Clinical MR Images Using Quantum Neural Network0
Dual-branch PolSAR Image Classification Based on GraphMAE and Local Feature Extraction0
An experimental comparative study of backpropagation and alternatives for training binary neural networks for image classificationCode0
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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