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 2701–2750 of 10419 papers

TitleStatusHype
CLAMP: Contrastive LAnguage Model Prompt-tuning—0
CLAF: Contrastive Learning with Augmented Features for Imbalanced Semi-Supervised Learning—0
A Novel Solution of an Elastic Net Regularization for Dementia Knowledge Discovery using Deep Learning—0
Adversarial Attacks on Image Classification Models: FGSM and Patch Attacks and their Impact—0
Efficient multivariate sequence classification—0
A Novel Site-Agnostic Multimodal Deep Learning Model to Identify Pro-Eating Disorder Content on Social Media—0
Efficient Multi-Model Fusion with Adversarial Complementary Representation Learning—0
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection—0
A Novel Multi-scale Attention Feature Extraction Block for Aerial Remote Sensing Image Classification—0
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning—0
Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation—0
Efficient Neural Network Training via Subset Pretraining—0
A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation—0
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images—0
Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization—0
CICA: Content-Injected Contrastive Alignment for Zero-Shot Document Image Classification—0
CIBR: Cross-modal Information Bottleneck Regularization for Robust CLIP Generalization—0
A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information—0
Churn analysis using deep convolutional neural networks and autoencoders—0
Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour—0
Efficient Maximal Coding Rate Reduction by Variational Forms—0
Choosing an Appropriate Platform and Workflow for Processing Camera Trap Data using Artificial Intelligence—0
Efficient Masked Autoencoders with Self-Consistency—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
Efficient Model Performance Estimation via Feature Histories—0
A novel illumination condition varied image dataset-Food Vision Dataset (FVD) for fair and reliable consumer acceptability predictions from food—0
A Comprehensive Literature Review on Sweet Orange Leaf Diseases—0
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification—0
Detecting inter-sectional accuracy differences in driver drowsiness detection algorithms—0
A Novel Framework for Recurrent Neural Networks with Enhancing Information Processing and Transmission between Units—0
Chest X-Rays Image Classification from beta-Variational Autoencoders Latent Features—0
Chest X-rays Classification: A Multi-Label and Fine-Grained Problem—0
A Novel Image Classification Framework Based on Variational Quantum Algorithms—0
Adversarial Attacks on Binary Image Recognition Systems—0
Efficiently utilizing complex-valued PolSAR image data via a multi-task deep learning framework—0
Efficient Multilingual Multi-modal Pre-training through Triple Contrastive Loss—0
Adversarial Attacks for Tabular Data: Application to Fraud Detection and Imbalanced Data—0
Chest X-ray Image Classification: A Causal Perspective—0
A Novel Explainable Artificial Intelligence Model in Image Classification problem—0
Adversarial Attacks for Optical Flow-Based Action Recognition Classifiers—0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model—0
A Novel Deep ML Architecture by Integrating Visual Simultaneous Localization and Mapping (vSLAM) into Mask R-CNN for Real-time Surgical Video Analysis—0
Check Your Other Door! Creating Backdoor Attacks in the Frequency Domain—0
A Novel Deep Learning Architecture for Testis Histology Image Classification—0
Efficient Hyperparameter Importance Assessment for CNNs—0
Efficient Large Scale Video Classification—0
Deep Learning-Driven Approach for Handwritten Chinese Character Classification—0
Adversarial Attacks and Defences for Skin Cancer Classification—0
Channel Pruning via Multi-Criteria based on Weight Dependency—0
A Novel BGCapsule Network for Text 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