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 94519475 of 10420 papers

TitleStatusHype
ClickBAIT-v2: Training an Object Detector in Real-Time0
Recent Developments from Attribute Profiles for Remote Sensing Image Classification0
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning AccuracyCode0
Quantum Entanglement in Deep Learning Architectures0
Multi-scale Processing of Noisy Images using Edge Preservation LossesCode0
Lifting Layers: Analysis and ApplicationsCode0
Learning Deep Context-Network Architectures for Image Annotation0
Detecting Adversarial Perturbations with Saliency0
A Quantization-Friendly Separable Convolution for MobileNetsCode0
Entrenamiento de una red neuronal para el reconocimiento de imagenes de lengua de senas capturadas con sensores de profundidad0
What do Deep Networks Like to See?Code0
MLtuner: System Support for Automatic Machine Learning TuningCode0
A Neural Markovian Multiresolution Image Labeling Algorithm0
D^2: Decentralized Training over Decentralized Data0
Improving Transferability of Adversarial Examples with Input DiversityCode0
Weakly Supervised Object Localization on grocery shelves using simple FCN and Synthetic Dataset0
Fast Neural Architecture Construction using EnvelopeNets0
Evolving Deep Convolutional Neural Networks by Variable-length Particle Swarm Optimization for Image Classification0
TBD: Benchmarking and Analyzing Deep Neural Network Training0
Studying Invariances of Trained Convolutional Neural Networks0
Neural Network QuineCode0
DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework0
Deep Dictionary Learning: A PARametric NETwork Approach0
Two-Stage Convolutional Neural Network for Breast Cancer Histology Image ClassificationCode0
Speech Recognition: Keyword Spotting Through Image Recognition0
Show:102550
← PrevPage 379 of 417Next →

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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified