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 12611270 of 10420 papers

TitleStatusHype
Self Adaptive Threshold Pseudo-labeling and Unreliable Sample Contrastive Loss for Semi-supervised Image Classification0
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image AnalysisCode1
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes0
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image ClassificationCode2
DocXplain: A Novel Model-Agnostic Explainability Method for Document Image Classification0
A multicategory jet image classification framework using deep neural network0
Model Guidance via Explanations Turns Image Classifiers into Segmentation ModelsCode0
ADFQ-ViT: Activation-Distribution-Friendly Post-Training Quantization for Vision Transformers0
Fine-Grained Scene Image Classification with Modality-Agnostic AdapterCode0
ShiftAddAug: Augment Multiplication-Free Tiny Neural Network with Hybrid Computation0
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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