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 23312340 of 10420 papers

TitleStatusHype
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
A baseline on continual learning methods for video action recognition0
DiSa: Directional Saliency-Aware Prompt Learning for Generalizable Vision-Language Models0
A convex method for classification of groups of examples0
Comparison Analysis of Traditional Machine Learning and Deep Learning Techniques for Data and Image Classification0
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models0
Comparing LBP, HOG and Deep Features for Classification of Histopathology Images0
Understanding the efficacy, reliability and resiliency of computer vision techniques for malware detection and future research directions0
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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