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 3501–3525 of 10420 papers

TitleStatusHype
Stochastic Online Conformal Prediction with Semi-Bandit Feedback—0
Task agnostic continual learning with Pairwise layer architectureCode0
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification—0
Just rotate it! Uncertainty estimation in closed-source models via multiple queries—0
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification—0
Decentralized Federated Learning Over Imperfect Communication Channels—0
Multimodal Adaptive Inference for Document Image Classification with Anytime Early ExitingCode0
An Invisible Backdoor Attack Based On Semantic Feature—0
Verification technology for finger vein biometric—0
Enhancing Fine-Grained Image Classifications via Cascaded Vision Language Models—0
Towards SAR Automatic Target Recognition MultiCategory SAR Image Classification Based on Light Weight Vision Transformer—0
Reduced storage direct tensor ring decomposition for convolutional neural networks compressionCode0
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning—0
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image DatasetCode0
Attention Feature Fusion Network via Knowledge Propagation for Automated Respiratory Sound Classification—0
Improving Label Error Detection and Elimination with Uncertainty Quantification—0
Tackling Distribution Shifts in Task-Oriented Communication with Information BottleneckCode0
The impact of Compositionality in Zero-shot Multi-label action recognition for Object-based tasks—0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
FolkTalent: Enhancing Classification and Tagging of Indian Folk Paintings—0
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail RecognitionCode0
MoVL:Exploring Fusion Strategies for the Domain-Adaptive Application of Pretrained Models in Medical Imaging Tasks—0
On-device Online Learning and Semantic Management of TinyML SystemsCode0
Analysis of the rate of convergence of an over-parametrized convolutional neural network image classifier learned by gradient descent—0
Who's in and who's out? A case study of multimodal CLIP-filtering in DataCompCode0
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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