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

Showing 1032610350 of 10420 papers

TitleStatusHype
Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross EntropyCode0
SING: A Plug-and-Play DNN Learning TechniqueCode0
ScatterUQ: Interactive Uncertainty Visualizations for Multiclass Deep Learning ProblemsCode0
Uncertainty Estimation of Transformer Predictions for Misclassification DetectionCode0
Outlier Exposure with Confidence Control for Out-of-Distribution DetectionCode0
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image ClassificationCode0
Structure-Aware Convolutional Neural NetworksCode0
Uncertainty in Neural Networks: Approximately Bayesian EnsemblingCode0
Simple Open-Vocabulary Object Detection with Vision TransformersCode0
Structural Pruning via Spatial-aware Information Redundancy for Semantic SegmentationCode0
Simple iterative method for generating targeted universal adversarial perturbationsCode0
SIMILARnet: Simultaneous Intelligent Localization and Recognition NetworkCode0
Uncertainty Quantification using Variational Inference for Biomedical Image SegmentationCode0
Interpretable Weighted Siamese Network to Predict the Time to Onset of Alzheimer's Disease from MRI ImagesCode0
Self-Supervised GAN CompressionCode0
Unconditional stability of a recurrent neural circuit implementing divisive normalizationCode0
Similarity-Based Clustering for Enhancing Image Classification ArchitecturesCode0
Unconstrained Open Vocabulary Image Classification: Zero-Shot Transfer from Text to Image via CLIP InversionCode0
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural NetworksCode0
Uncovering bias in the PlantVillage datasetCode0
Vision Transformer-based Adversarial Domain AdaptationCode0
Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural NetworksCode0
SAU: A Dual-Branch Network to Enhance Long-Tailed Recognition via Generative ModelsCode0
StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-trainingCode0
Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGDCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified