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 23212330 of 10420 papers

TitleStatusHype
Comparison of Update and Genetic Training Algorithms in a Memristor Crossbar Perceptron0
A Robust Adversarial Ensemble with Causal (Feature Interaction) Interpretations for Image Classification0
A Fast and Precise Method for Large-Scale Land-Use Mapping Based on Deep Learning0
Comparison of Neural Models for X-ray Image Classification in COVID-19 Detection0
Comparison of Methods Generalizing Max- and Average-Pooling0
A Fast and Efficient Conditional Learning for Tunable Trade-Off between Accuracy and Robustness0
Comparison of fine-tuning strategies for transfer learning in medical image classification0
Comparison of Batch Normalization and Weight Normalization Algorithms for the Large-scale Image Classification0
Arithmetic Intensity Balancing Convolution for Hardware-aware Efficient Block Design0
A Convolutional Neural Network with Mapping Layers for Hyperspectral Image Classification0
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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