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 76767700 of 10420 papers

TitleStatusHype
Anytime Inference with Distilled Hierarchical Neural EnsemblesCode0
Curriculum By SmoothingCode1
Unsupervised Domain Adaptation for Mammogram Image Classification: A Promising Tool for Model Generalization0
Out-of-Distribution Generalization via Risk Extrapolation (REx)Code1
Bayesian Neural Networks With Maximum Mean Discrepancy RegularizationCode0
Iterative Averaging in the Quest for Best Test Error0
Soft-Root-Sign Activation Function0
Conjugate-gradient-based Adam for stochastic optimization and its application to deep learning0
Learning Cross-domain Generalizable Features by Representation Disentanglement0
RNNPool: Efficient Non-linear Pooling for RAM Constrained InferenceCode1
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks0
Using a thousand optimization tasks to learn hyperparameter search strategies0
FMix: Enhancing Mixed Sample Data AugmentationCode1
A Free-Energy Principle for Representation Learning0
A Comprehensive Approach to Unsupervised Embedding Learning based on AND AlgorithmCode1
ParasNet: Fast Parasites Detection with Neural Networks0
Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation MappingCode1
On Feature Normalization and Data AugmentationCode1
I Am Going MAD: Maximum Discrepancy Competition for Comparing Classifiers AdaptivelyCode1
Relevant-features based Auxiliary Cells for Energy Efficient Detection of Natural Errors0
Video Monitoring Queries0
Scheduled Restart Momentum for Accelerated Stochastic Gradient DescentCode1
Using Wavelets to Analyze Similarities in Image-Classification DatasetsCode0
Improving STDP-based Visual Feature Learning with Whitening0
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural NetworksCode1
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified