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 35213530 of 10420 papers

TitleStatusHype
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification0
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection0
Few-shot Algorithm Assurance0
Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning0
Empirical Perspectives on One-Shot Semi-supervised Learning0
Empirical Risk Minimization for Stochastic Convex Optimization: O(1/n)- and O(1/n^2)-type of Risk Bounds0
A Novel Solution of an Elastic Net Regularization for Dementia Knowledge Discovery using Deep Learning0
Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution0
Empowering Vision Transformers with Multi-Scale Causal Intervention for Long-Tailed Image Classification0
Few-Shot Non-Parametric Learning with Deep Latent Variable Model0
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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