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 4376–4400 of 10420 papers

TitleStatusHype
Balance Divergence for Knowledge Distillation—0
Hyperspectral Image Classification Based on Faster Residual Multi-branch Spiking Neural Network—0
Hyperspectral Image Classification of Convolutional Neural Network Combined with Valuable Samples—0
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field—0
HyperSTAR: Task-Aware Hyperparameters for Deep Networks—0
Image Classification using CNN for Traffic Signs in Pakistan—0
Deep Learning Solutions for TanDEM-X-based Forest Classification—0
Deep Learning Reproducibility and Explainable AI (XAI)—0
Deep Learning Representation using Autoencoder for 3D Shape Retrieval—0
Deep Learning Recognition for Arabic Alphabet Sign Language RGB Dataset—0
Amortized Proximal Optimization—0
Deep learning pipeline for image classification on mobile phones—0
Deep Learning of Cell Classification using Microscope Images of Intracellular Microtubule Networks—0
Bag of Tricks with Quantized Convolutional Neural Networks for image classification—0
Deep Learning Mixture-of-Experts Approach for Cytotoxic Edema Assessment in Infants and Children—0
Deep Learning is Robust to Massive Label Noise—0
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution—0
Deep Learning in the Automotive Industry: Applications and Tools—0
Deep Learning in Medical Image Classification from MRI-based Brain Tumor Images—0
Adaptive Image Anonymization in the Context of Image Classification with Neural Networks—0
Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data—0
Hyperspectral classification of blood-like substances using machine learning methods combined with genetic algorithms in transductive and inductive scenarios—0
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations—0
Deep Learning: Generalization Requires Deep Compositional Feature Space Design—0
Deep Learning Generalization, Extrapolation, and Over-parameterization—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
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2—Unverified
6DaViT-HTop 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
10RevCol-HTop 1 Accuracy90—Unverified