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 37813790 of 10420 papers

TitleStatusHype
Enhancing Continuous Domain Adaptation with Multi-Path Transfer Curriculum0
Intelligent Known and Novel Aircraft Recognition -- A Shift from Classification to Similarity Learning for Combat Identification0
Offline Writer Identification Using Convolutional Neural Network Activation Features0
Searching a Lightweight Network Architecture for Thermal Infrared Pedestrian Tracking0
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis0
EncodingNet: A Novel Encoding-based MAC Design for Efficient Neural Network AccelerationCode0
G-RepsNet: A Fast and General Construction of Equivariant Networks for Arbitrary Matrix Groups0
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends0
Foveated Retinotopy Improves Classification and Localization in CNNs0
SoK: Analyzing Adversarial Examples: A Framework to Study Adversary Knowledge0
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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
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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified