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 27612770 of 10420 papers

TitleStatusHype
Chain of Thought Prompt Tuning in Vision Language Models0
A Novel Approach using CapsNet and Deep Belief Network for Detection and Identification of Oral Leukopenia0
Efficient multivariate sequence classification0
Efficient Neural Vision Systems Based on Convolutional Image Acquisition0
Efficient, probabilistic analysis of combinatorial neural codes0
Adversarial Attack Against Images Classification based on Generative Adversarial Networks0
A Novel Approach to Breast Cancer Histopathological Image Classification Using Cross-Colour Space Feature Fusion and Quantum-Classical Stack Ensemble Method0
Efficient Model Performance Estimation via Feature Histories0
Cervical Cancer Detection Using Multi-Branch Deep Learning Model0
Efficient Multilingual Multi-modal Pre-training through Triple Contrastive Loss0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified