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 3251–3275 of 10420 papers

TitleStatusHype
Improving GAN Training via Feature Space ShrinkageCode1
Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification—0
Predicting Stock Price Movement as an Image Classification Problem—0
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification—0
Multi-Head Multi-Loss Model CalibrationCode0
Evidence-empowered Transfer Learning for Alzheimer's Disease—0
Time Series as Images: Vision Transformer for Irregularly Sampled Time SeriesCode1
Can representation learning for multimodal image registration be improved by supervision of intermediate layers?—0
Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution—0
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-trainingCode0
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking—0
RoPAWS: Robust Semi-supervised Representation Learning from Uncurated DataCode2
Efficient Masked Autoencoders with Self-Consistency—0
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAMCode0
Generic-to-Specific Distillation of Masked AutoencodersCode1
GradMA: A Gradient-Memory-based Accelerated Federated Learning with Alleviated Catastrophic ForgettingCode1
Explanations for Automatic Speech Recognition—0
Dirichlet-based Uncertainty Calibration for Active Domain AdaptationCode1
Learning cross space mapping via DNN using large scale click-through logs—0
A Surrogate-Assisted Highly Cooperative Coevolutionary Algorithm for Hyperparameter Optimization in Deep Convolutional Neural Network—0
SATBA: An Invisible Backdoor Attack Based On Spatial Attention—0
A Light-weight Deep Learning Model for Remote Sensing Image Classification—0
Agile Modeling: From Concept to Classifier in Minutes—0
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive FilteringCode0
Fact or Artifact? Revise Layer-wise Relevance Propagation on various ANN Architectures—0
Show:102550
← PrevPage 131 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
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