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 4851–4900 of 10420 papers

TitleStatusHype
Diagnosing Model Performance Under Distribution ShiftCode0
Self-supervised Learning for Gastrointestinal Pathologies Endoscopy Image Classification with Triplet Loss—0
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability PerspectiveCode0
Spatio-Temporal Structure Consistency for Semi-supervised Medical Image Classification—0
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning—0
Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification—0
Evidence-empowered Transfer Learning for Alzheimer's Disease—0
Multi-Head Multi-Loss Model CalibrationCode0
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification—0
Predicting Stock Price Movement as an Image Classification Problem—0
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-trainingCode0
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
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
A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification—0
Real-Time Damage Detection in Fiber Lifting Ropes Using Lightweight Convolutional Neural NetworksCode0
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive FilteringCode0
StudyFormer : Attention-Based and Dynamic Multi View Classifier for X-ray images—0
Magnification Invariant Medical Image Analysis: A Comparison of Convolutional Networks, Vision Transformers, and Token Mixers—0
A Gradient Boosting Approach for Training Convolutional and Deep Neural NetworksCode0
DISCO: Distributed Inference with Sparse Communications—0
Stress and Adaptation: Applying Anna Karenina Principle in Deep Learning for Image Classification—0
Deep Active Learning in the Presence of Label Noise: A Survey—0
Analysis of Real-Time Hostile Activitiy Detection from Spatiotemporal Features Using Time Distributed Deep CNNs, RNNs and Attention-Based Mechanisms—0
CMVAE: Causal Meta VAE for Unsupervised Meta-LearningCode0
Domain-Specific Pre-training Improves Confidence in Whole Slide Image ClassificationCode0
Model-based feature selection for neural networks: A mixed-integer programming approach—0
mSAM: Micro-Batch-Averaged Sharpness-Aware Minimization—0
Deep Selector-JPEG: Adaptive JPEG Image Compression for Computer Vision in Image classification with Human Vision Criteria—0
Gradient-based Wang-Landau Algorithm: A Novel Sampler for Output Distribution of Neural Networks over the Input Space—0
Random Padding Data Augmentation—0
GPT4MIA: Utilizing Generative Pre-trained Transformer (GPT-3) as A Plug-and-Play Transductive Model for Medical Image Analysis—0
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers—0
Fossil Image Identification using Deep Learning Ensembles of Data Augmented MultiviewsCode0
TFormer: A Transmission-Friendly ViT Model for IoT Devices—0
Classification of Lung Pathologies in Neonates using Dual Tree Complex Wavelet Transform—0
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000—0
A Domain Decomposition-Based CNN-DNN Architecture for Model Parallel Training Applied to Image Recognition Problems—0
Deep Learning and Medical Imaging for COVID-19 Diagnosis: A Comprehensive Survey—0
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic DataCode0
Semantic Image Segmentation: Two Decades of Research—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