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 8401–8425 of 10420 papers

TitleStatusHype
Deep Learning Generalization and the Convex Hull of Training Sets—0
Deep Learning Generalization, Extrapolation, and Over-parameterization—0
Deep Learning: Generalization Requires Deep Compositional Feature Space Design—0
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations—0
Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data—0
Deep Learning in Medical Image Classification from MRI-based Brain Tumor Images—0
Deep Learning in the Automotive Industry: Applications and Tools—0
Deep Learning is Robust to Massive Label Noise—0
Deep Learning Mixture-of-Experts Approach for Cytotoxic Edema Assessment in Infants and Children—0
Deep Learning of Cell Classification using Microscope Images of Intracellular Microtubule Networks—0
Deep learning pipeline for image classification on mobile phones—0
Deep Learning Recognition for Arabic Alphabet Sign Language RGB Dataset—0
Deep Learning Representation using Autoencoder for 3D Shape Retrieval—0
Deep Learning Reproducibility and Explainable AI (XAI)—0
Deep Learning Solutions for TanDEM-X-based Forest Classification—0
Deep Learning Techniques for Geospatial Data Analysis—0
CNNs for JPEGs: A Study in Computational Cost—0
DeepLogo: Hitting Logo Recognition with the Deep Neural Network Hammer—0
Deeply Coupled Auto-encoder Networks for Cross-view Classification—0
Deeply Supervised Layer Selective Attention Network: Towards Label-Efficient Learning for Medical Image Classification—0
DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network—0
Deep Metric Learning and Image Classification with Nearest Neighbour Gaussian Kernels—0
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments—0
Deep multi-class learning from label proportions—0
Deep Multiple Instance Learning for Image Classification and Auto-Annotation—0
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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