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 1040110420 of 10420 papers

TitleStatusHype
Learning with Recursive Perceptual Representations0
ImageNet Classification with Deep Convolutional Neural NetworksCode0
Image Labeling on a Network: Using Social-Network Metadata for Image Classification0
A Linear Approximation to the chi^2 Kernel with Geometric Convergence0
Multi-column Deep Neural Networks for Image ClassificationCode0
ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning0
Iterative Learning for Reliable Crowdsourcing Systems0
Fast and Balanced: Efficient Label Tree Learning for Large Scale Object Recognition0
Portmanteau Vocabularies for Multi-Cue Image Representation0
Algorithms for Hyper-Parameter Optimization0
Budget-Optimal Task Allocation for Reliable Crowdsourcing Systems0
High Performance Human Face Recognition using Independent High Intensity Gabor Wavelet Responses: A Statistical Approach0
Discriminative Learning of Sum-Product Networks0
Learning to combine foveal glimpses with a third-order Boltzmann machine0
Online Learning in The Manifold of Low-Rank Matrices0
Predictive Subspace Learning for Multi-view Data: a Large Margin Approach0
Kernel Descriptors for Visual Recognition0
Task-Driven Dictionary Learning0
Group Sparse Coding0
Receptive Fields without Spike-Triggering0
Show:102550
← PrevPage 209 of 209Next →

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