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

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Showing 3951–4000 of 10420 papers

TitleStatusHype
Towards Sparsification of Graph Neural NetworksCode0
OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning—0
Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation—0
Deep learning in a bilateral brain with hemispheric specializationCode0
Continual learning benefits from multiple sleep mechanisms: NREM, REM, and Synaptic Downscaling—0
Improving plant disease classification by adaptive minimal ensembling—0
Exploring Target Representations for Masked AutoencodersCode0
An Enhanced Scheme for Reducing the Complexity of Pointwise Convolutions in CNNs for Image Classification Based on Interleaved Grouped Filters without Divisibility ConstraintsCode1
RGB-X Classification for Electronics Sorting—0
Losing momentum in continuous-time stochastic optimisation—0
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
Sign Language Detection—0
Responsibility: An Example-based Explainable AI approach via Training Process Inspection—0
On the Transferability of Adversarial Examples between Encrypted Models—0
What does a platypus look like? Generating customized prompts for zero-shot image classificationCode2
Plant Species Classification Using Transfer Learning by Pretrained Classifier VGG-19—0
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification—0
TransCAB: Transferable Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-WorldCode0
ViTKD: Practical Guidelines for ViT feature knowledge distillation—0
Single-Stage Broad Multi-Instance Multi-Label Learning (BMIML) with Diverse Inter-Correlations and its application to medical image classification—0
Towards Deep Learning-aided Wireless Channel Estimation and Channel State Information Feedback for 6G—0
Imaging with Equivariant Deep Learning—0
Multi-frequency PolSAR Image Fusion Classification Based on Semantic Interactive Information and Topological Structure—0
Consistency-Based Semi-supervised Evidential Active Learning for Diagnostic Radiograph Classification—0
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification—0
Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing LabelsCode0
Class-Specific Channel Attention for Few-Shot Learning—0
Vision Transformers and YoloV5 based Driver Drowsiness Detection Framework—0
Impact of Colour Variation on Robustness of Deep Neural Networks—0
Impact of Scaled Image on Robustness of Deep Neural Networks—0
BinImg2Vec: Augmenting Malware Binary Image Classification with Data2Vec—0
Instance-Dependent Noisy Label Learning via Graphical ModellingCode1
Mayfly optimization with deep learning enabled retinal fundus image classification model—0
Ontology of Visual Objects—0
Fast Fourier Convolution Based Remote Sensor Image Object Detection for Earth Observation—0
Learning with Differentiable Algorithms—0
Combating Noisy Labels in Long-Tailed Image Classification—0
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors—0
To Store or Not? Online Data Selection for Federated Learning with Limited Storage—0
ProCo: Prototype-aware Contrastive Learning for Long-tailed Medical Image ClassificationCode0
NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results—0
Transfering Low-Frequency Features for Domain Adaptation—0
Robustness and invariance properties of image classifiers—0
Compound Figure Separation of Biomedical Images: Mining Large Datasets for Self-supervised LearningCode0
Video-based Cross-modal Auxiliary Network for Multimodal Sentiment AnalysisCode0
An efficient and flexible inference system for serving heterogeneous ensembles of deep neural networks—0
PanorAMS: Automatic Annotation for Detecting Objects in Urban Context—0
Probing Contextual Diversity for Dense Out-of-Distribution DetectionCode0
Weakly Supervised Faster-RCNN+FPN to classify animals in camera trap images—0
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark StudyCode1
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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