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 361370 of 10419 papers

TitleStatusHype
A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging0
Learning Mask Invariant Mutual Information for Masked Image Modeling0
Spatial-Spectral Diffusion Contrastive Representation Network for Hyperspectral Image Classification0
OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic KernelsCode4
InPK: Infusing Prior Knowledge into Prompt for Vision-Language Models0
Language-Informed Hyperspectral Image Synthesis for Imbalanced-Small Sample Classification via Semi-Supervised Conditional Diffusion Model0
QPM: Discrete Optimization for Globally Interpretable Image ClassificationCode1
I Know What I Don't Know: Improving Model Cascades Through Confidence Tuning0
Vision Transformers on the Edge: A Comprehensive Survey of Model Compression and Acceleration Strategies0
Diff-SySC: An Approach Using Diffusion Models for Semi-Supervised Image 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
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