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 41214130 of 10420 papers

TitleStatusHype
Adaptive Step Sizes for Preconditioned Stochastic Gradient Descent0
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning0
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise0
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains0
Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning0
Best Practices in Pool-based Active Learning for Image Classification0
Demystifying What Code Summarization Models Learned0
Demystifying Loss Functions for Classification0
Best Practices for Convolutional Neural Networks Applied to Object Recognition in Images0
Analysis of Real-Time Hostile Activitiy Detection from Spatiotemporal Features Using Time Distributed Deep CNNs, RNNs and Attention-Based Mechanisms0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified