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 4301–4350 of 10420 papers

TitleStatusHype
Baybayin Character Instance Detection—0
Achieving Explainability for Plant Disease Classification with Disentangled Variational Autoencoders—0
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation—0
Recent Advances in Medical Image Classification—0
Hyperbolic Geometry in Computer Vision: A Survey—0
HyperCam: Low-Power Onboard Computer Vision for IoT Cameras—0
HyperNetworks with statistical filtering for defending adversarial examples—0
Deep Neural Networks Fused with Textures for Image Classification—0
Deep Neural Networks for Pattern Recognition—0
A Multi-resolution Model for Histopathology Image Classification and Localization with Multiple Instance Learning—0
Deep Neural Networks for Object Detection—0
Deep Neural Networks for Marine Debris Detection in Sonar Images—0
Batch Normalization: Accelerating Deep Network Training byReducing Internal Covariate Shift—0
Hyperbolic Convolutional Neural Networks—0
Deep Neural Networks Based Weight Approximation and Computation Reuse for 2-D Image Classification—0
Deep Neural Networks and PIDE discretizations—0
Deep Neural Networks—0
Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains—0
A Multiresolution Clinical Decision Support System Based on Fractal Model Design for Classification of Histological Brain Tumours—0
Adaptive Mixture of Low-Rank Factorizations for Compact Neural Modeling—0
Hyperbolic Dual Feature Augmentation for Open-Environment—0
Deep neural network loses attention to adversarial images—0
Batch Kalman Normalization: Towards Training Deep Neural Networks with Micro-Batches—0
Achieving 3D Attention via Triplet Squeeze and Excitation Block—0
Batch Group Normalization—0
Deep Neural Network Based Hyperspectral Pixel Classification With Factorized Spectral-Spatial Feature Representation—0
A Multi-Modal Multilingual Benchmark for Document Image Classification—0
HydroVision: LiDAR-Guided Hydrometric Prediction with Vision Transformers and Hybrid Graph Learning—0
Deep Neural Network Approximation Theory—0
Deep Networks with Fast Retraining—0
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering—0
Towards Robust Deep Active Learning for Scientific Computing—0
A ChatGPT Aided Explainable Framework for Zero-Shot Medical Image Diagnosis—0
Hybrid quantum image classification and federated learning for hepatic steatosis diagnosis—0
Deep Multi-view Models for Glitch Classification—0
Deep Multi-View Learning using Neuron-Wise Correlation-Maximizing Regularizers—0
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification—0
Hybrid quantum transfer learning for crack image classification on NISQ hardware—0
Deep Multi-Task Learning for Malware Image Classification—0
Deep multi-survey classification of variable stars—0
BasisNet: Two-stage Model Synthesis for Efficient Inference—0
Deep multi-prototype capsule networks—0
Deep Multiple Instance Learning for Image Classification and Auto-Annotation—0
Basic Thresholding Classification—0
A multi-modal approach towards mining social media data during natural disasters -- a case study of Hurricane Irma—0
Hybrid Quantum Vision Transformers for Event Classification in High Energy Physics—0
HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning—0
Deep multi-class learning from label proportions—0
Band Attention Convolutional Networks For Hyperspectral Image Classification—0
A Multi-modal Approach to Single-modal Visual Place Classification—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