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 4851–4875 of 10420 papers

TitleStatusHype
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning—0
Diagnosing Model Performance Under Distribution ShiftCode0
Self-supervised Learning for Gastrointestinal Pathologies Endoscopy Image Classification with Triplet Loss—0
Spatio-Temporal Structure Consistency for Semi-supervised Medical Image Classification—0
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability PerspectiveCode0
Predicting Stock Price Movement as an Image Classification Problem—0
Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification—0
Evidence-empowered Transfer Learning for Alzheimer's Disease—0
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification—0
Multi-Head Multi-Loss Model CalibrationCode0
Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution—0
Can representation learning for multimodal image registration be improved by supervision of intermediate layers?—0
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-trainingCode0
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking—0
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
Explanations for Automatic Speech Recognition—0
Learning cross space mapping via DNN using large scale click-through logs—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
A Surrogate-Assisted Highly Cooperative Coevolutionary Algorithm for Hyperparameter Optimization in Deep Convolutional Neural Network—0
Fact or Artifact? Revise Layer-wise Relevance Propagation on various ANN Architectures—0
StudyFormer : Attention-Based and Dynamic Multi View Classifier for X-ray images—0
A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image 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