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 32013210 of 10420 papers

TitleStatusHype
Domain Aligned CLIP for Few-shot Classification0
Domain-decomposed image classification algorithms using linear discriminant analysis and convolutional neural networks0
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization0
What Do Single-view 3D Reconstruction Networks Learn?0
Building Human-like Communicative Intelligence: A Grounded Perspective0
Exploiting Kernel Compression on BNNs0
Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification0
ADINet: Attribute Driven Incremental Network for Retinal Image Classification0
Domain-Invariant Disentangled Network for Generalizable Object Detection0
Exploration of Noise Strategies in Semi-supervised Named Entity 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
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