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 25612570 of 10420 papers

TitleStatusHype
Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations0
DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut LearningCode0
Gated Attention Coding for Training High-performance and Efficient Spiking Neural NetworksCode1
Target Detection on Hyperspectral Images Using MCMC and VI Trained Bayesian Neural Networks0
Diffusion-based Visual Counterfactual Explanations -- Towards Systematic Quantitative EvaluationCode0
Scale-Preserving Automatic Concept Extraction (SPACE)Code0
Fine-Grained Self-Supervised Learning with Jigsaw Puzzles for Medical Image ClassificationCode1
Spintronics for image recognition: performance benchmarking via ultrafast data-driven simulations0
End-to-End Optimization of JPEG-Based Deep Learning Process for Image Classification0
Robust Asymmetric Loss for Multi-Label Long-Tailed LearningCode1
Show:102550
← PrevPage 257 of 1042Next →

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