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 476500 of 10419 papers

TitleStatusHype
CLIP4IDC: CLIP for Image Difference CaptioningCode1
AASAE: Augmentation-Augmented Stochastic AutoencodersCode1
Danish Fungi 2020 -- Not Just Another Image Recognition DatasetCode1
CoCa: Contrastive Captioners are Image-Text Foundation ModelsCode1
All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path AggregationCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
DATA: Domain-Aware and Task-Aware Self-supervised LearningCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
DataMUX: Data Multiplexing for Neural NetworksCode1
Optimized spiking neurons classify images with high accuracy through temporal coding with two spikesCode1
CLCC: Contrastive Learning for Color ConstancyCode1
DCT-CryptoNets: Scaling Private Inference in the Frequency DomainCode1
DEAL: Deep Evidential Active Learning for Image ClassificationCode1
Deblurring Masked Autoencoder is Better Recipe for Ultrasound Image RecognitionCode1
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic AugmentationCode1
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural NetworksCode1
Decoupled Weight Decay RegularizationCode1
Deep AutoAugmentCode1
3D Human Pose Estimation with Spatial and Temporal TransformersCode1
Spatial and Spatial-Spectral Morphological Mamba for Hyperspectral Image ClassificationCode1
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot LearningCode1
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity EstimationCode1
A Fast 3D CNN for Hyperspectral Image ClassificationCode1
Deep Fried ConvnetsCode1
CLCNet: Rethinking of Ensemble Modeling with Classification Confidence NetworkCode1
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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
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 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