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 3476–3500 of 10420 papers

TitleStatusHype
Diagnosis of Alzheimer's Disease via Multi-modality 3D Convolutional Neural Network—0
Diagnosis and Analysis of Celiac Disease and Environmental Enteropathy on Biopsy Images using Deep Learning Approaches—0
Efficient Super Resolution Using Binarized Neural Network—0
Efficient Transformations in Deep Learning Convolutional Neural Networks—0
BI-MAML: Balanced Incremental Approach for Meta Learning—0
A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification—0
Billion-Scale Pretraining with Vision Transformers for Multi-Task Visual Representations—0
Diagnosing Convolutional Neural Networks using their Spectral Response—0
Federated Multi-Target Domain Adaptation—0
Adversarial Attacks for Tabular Data: Application to Fraud Detection and Imbalanced Data—0
An Automated Deep Learning Approach for Bacterial Image Classification—0
Diabetic retinopathy image classification method based on GreenBen data augmentation—0
Chest X-rays Classification: A Multi-Label and Fine-Grained Problem—0
An Automated CNN Recommendation System for Image Classification Tasks—0
ELA: Efficient Local Attention for Deep Convolutional Neural Networks—0
A Dataset for Troll Classification of TamilMemes—0
Elastic Neural Networks: A Scalable Framework for Embedded Computer Vision—0
Federated Variational Inference: Towards Improved Personalization and Generalization—0
big.LITTLE Vision Transformer for Efficient Visual Recognition—0
AED: An black-box NLP classifier model attacker—0
Federated Learning with Privacy-Preserving Ensemble Attention Distillation—0
DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning—0
Elucidating and Overcoming the Challenges of Label Noise in Supervised Contrastive Learning—0
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval—0
A Dataset and Benchmarks for Multimedia Social Analysis—0
Show:102550
← PrevPage 140 of 417Next →
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
5DaViT-HTop 1 Accuracy90.2—Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90—Unverified