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 25312540 of 10420 papers

TitleStatusHype
Image-free Classifier Injection for Zero-Shot ClassificationCode1
Foundation Model-oriented Robustness: Robust Image Model Evaluation with Pretrained Models0
Seeing the Intangible: Survey of Image Classification into High-Level and Abstract Categories0
Unlocking Accuracy and Fairness in Differentially Private Image ClassificationCode1
LDCSF: Local depth convolution-based Swim framework for classifying multi-label histopathology imagesCode0
CoNe: Contrast Your Neighbours for Supervised Image ClassificationCode0
Quantile-based Maximum Likelihood Training for Outlier DetectionCode0
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Partition-and-Debias: Agnostic Biases Mitigation via A Mixture of Biases-Specific ExpertsCode0
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious CorrelationsCode0
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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