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 19311940 of 10420 papers

TitleStatusHype
Catch-Up Mix: Catch-Up Class for Struggling Filters in CNN0
Interpreting Equivariant Representations0
Leveraging Chat-Based Large Vision Language Models for Multimodal Out-Of-Context Detection0
Parametric Matrix Models0
Medical Image Debiasing by Learning Adaptive Agreement from a Biased CouncilCode0
TIM: An Efficient Temporal Interaction Module for Spiking Transformer0
OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning0
Augmenting Prototype Network with TransMix for Few-shot Hyperspectral Image ClassificationCode0
Rethinking Centered Kernel Alignment in Knowledge DistillationCode1
PlasmoData.jl -- A Julia Framework for Modeling and Analyzing Complex Data as GraphsCode1
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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