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 26112620 of 10420 papers

TitleStatusHype
Adversarial Dropout Regularization0
Dynamic Facial Analysis: From Bayesian Filtering to Recurrent Neural Network0
Class-incremental learning: survey and performance evaluation on image classification0
Class incremental learning for video action classification0
Adversarial Distillation for Ordered Top-k Attacks0
Classifying Video based on Automatic Content Detection Overview0
A Particle-based Sparse Gaussian Process Optimizer0
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking0
Classifying the Equation of State from Rotating Core Collapse Gravitational Waves with Deep Learning0
A^2-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder0
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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