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 30913100 of 10420 papers

TitleStatusHype
InfoDisent: Explainability of Image Classification Models by Information Disentanglement0
Enhancing Image Classification in Small and Unbalanced Datasets through Synthetic Data Augmentation0
Leveraging Foundation Models for Efficient Federated Learning in Resource-restricted Edge Networks0
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering0
Pushing Joint Image Denoising and Classification to the Edge0
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example0
DFDG: Data-Free Dual-Generator Adversarial Distillation for One-Shot Federated Learning0
Efficient Privacy-Preserving KAN Inference Using Homomorphic Encryption0
Microscopic-Mamba: Revealing the Secrets of Microscopic Images with Just 4M ParametersCode0
A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks0
Show:102550
← PrevPage 310 of 1042Next →

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