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 4226–4250 of 10420 papers

TitleStatusHype
p-Meta: Towards On-device Deep Model Adaptation—0
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight ImportanceCode1
FLVoogd: Robust And Privacy Preserving Federated Learning—0
Evolution of Activation Functions for Deep Learning-Based Image Classification—0
Multitask vocal burst modeling with ResNets and pre-trained paralinguistic Conformers—0
Self Supervised Learning for Few Shot Hyperspectral Image Classification—0
FEATHERS: Federated Architecture and Hyperparameter Search—0
Revisiting Orthogonality Regularization: A Study for Convolutional Neural Networks in Image ClassificationCode0
Open-source FPGA-ML codesign for the MLPerf Tiny BenchmarkCode0
A novel adversarial learning strategy for medical image classification—0
Learning Viewpoint-Agnostic Visual Representations by Recovering Tokens in 3D SpaceCode1
Toward Clinically Assisted Colorectal Polyp Recognition via Structured Cross-modal Representation ConsistencyCode1
A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration—0
Single-phase deep learning in cortico-cortical networksCode0
Few-Shot Non-Parametric Learning with Deep Latent Variable Model—0
Feature Re-calibration based Multiple Instance Learning for Whole Slide Image ClassificationCode1
Coupling Visual Semantics of Artificial Neural Networks and Human Brain Function via Synchronized Activations—0
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming—0
How to Combine Variational Bayesian Networks in Federated LearningCode1
ROSE: A RObust and SEcure DNN Watermarking—0
Vicinity Vision TransformerCode1
EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision ApplicationsCode2
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural NetworksCode1
VulCNN: An Image-inspired Scalable Vulnerability Detection SystemCode1
Remote Sensing Image Classification using Transfer Learning and Attention Based Deep Neural Network—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