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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8351–8375 of 10420 papers

TitleStatusHype
Deep Ensemble Bayesian Active Learning : Addressing the Mode Collapse issue in Monte Carlo dropout via Ensembles—0
Deep Ensembles for Low-Data Transfer Learning—0
Deep Epitomic Convolutional Neural Networks—0
A Study on Transformer Configuration and Training Objective—0
Deep Expectation of Real and Apparent Age from a Single Image Without Facial Landmarks—0
Deepfake Video Forensics based on Transfer Learning—0
Deep Feature Augmentation for Occluded Image Classification—0
Deep Features Analysis with Attention Networks—0
Deep Features for training Support Vector Machine—0
Deep FisherNet for Object Classification—0
Deep Fisher Networks for Large-Scale Image Classification—0
Deep Gaussian Processes with Convolutional Kernels—0
Deep Generative Modeling for Protein Design—0
Improving Shape Awareness and Interpretability in Deep Networks Using Geometric Moments—0
Deep Hashing: A Joint Approach for Image Signature Learning—0
Deep Hierarchical Machine: a Flexible Divide-and-Conquer Architecture—0
Deep Image Destruction: Vulnerability of Deep Image-to-Image Models against Adversarial Attacks—0
Deep Image Retrieval is not Robust to Label Noise—0
Deep Integrated Pipeline of Segmentation Guided Classification of Breast Cancer from Ultrasound Images—0
Joint Device-Edge Inference over Wireless Links with Pruning—0
Deep Kernel Learning via Random Fourier Features—0
Deep Learning Algorithms for Early Diagnosis of Acute Lymphoblastic Leukemia—0
Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey—0
Deep learning and face recognition: the state of the art—0
Deep learning and hand-crafted features for virus image classification—0
Show:102550
← PrevPage 335 of 417Next →
All datasetsImageNetCIFAR-10CIFAR-100STL-10ObjectNetMNISTSVHNiNaturalist 2018ImageNet ReaLFlowers-102Clothing1Mmini WebVision 1.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91—Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98—Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94—Unverified
4DaViT-GTop 1 Accuracy90.4—Unverified
5DaViT-HTop 1 Accuracy90.2—Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
7SwinV2-GTop 1 Accuracy90.17—Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1—Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05—Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90—Unverified