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 8901–8925 of 10420 papers

TitleStatusHype
Image Aesthetics Assessment Using Composite Features from off-the-Shelf Deep Models—0
Discriminative Pattern Mining for Breast Cancer Histopathology Image Classification via Fully Convolutional Autoencoder—0
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelinesCode0
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset—0
Learning with Inadequate and Incorrect Supervision—0
Perceptual Quality-preserving Black-Box Attack against Deep Learning Image ClassifiersCode0
Adversarial Augmentation for Enhancing Classification of Mammography ImagesCode0
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural NetworksCode0
Adaptive Cross-Modal Few-Shot LearningCode0
LocalNorm: Robust Image Classification through Dynamically Regularized Normalization—0
Contextual Encoder-Decoder Network for Visual Saliency PredictionCode0
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image ClassificationCode0
Min-Entropy Latent Model for Weakly Supervised Object DetectionCode0
Deep Generalized Convolutional Sum-Product NetworksCode0
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet—0
Bayesian Image Classification with Deep Convolutional Gaussian Processes—0
Transfusion: Understanding Transfer Learning for Medical ImagingCode0
MultiGrain: a unified image embedding for classes and instancesCode0
On instabilities of deep learning in image reconstruction - Does AI come at a cost?Code0
Integrating Propositional and Relational Label Side Information for Hierarchical Zero-Shot Image Classification—0
Graph-RISE: Graph-Regularized Image Semantic Embedding—0
Robust Multi-instance Learning with Stable Instances—0
Learning to see across Domains and Modalities—0
Towards a Robust Deep Neural Network in Texts: A Survey—0
Riemannian joint dimensionality reduction and dictionary learning on symmetric positive definite manifold—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
5DaViT-HTop 1 Accuracy90.2—Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90—Unverified