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 8901–8950 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
Deep learning and face recognition: the state of the art—0
Meta-CurvatureCode0
FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary—0
CHIP: Channel-wise Disentangled Interpretation of Deep Convolutional Neural NetworksCode0
Robustness Of Saak Transform Against Adversarial Attacks—0
Centroid-based deep metric learning for speaker recognition—0
Semi-supervised learning via Feedforward-Designed Convolutional Neural Networks—0
Widely Linear Kernels for Complex-Valued Kernel Activation Functions—0
Learning Decision Trees Recurrently Through Communication—0
Disguised-Nets: Image Disguising for Privacy-preserving Outsourced Deep Learning—0
Meta-Amortized Variational Inference and LearningCode0
Towards Pedestrian Detection Using RetinaNet in ECCV 2018 Wider Pedestrian Detection ChallengeCode0
Precise Proximal Femur Fracture Classification for Interactive Training and Surgical Planning—0
The Efficacy of SHIELD under Different Threat Models—0
ColorNet: Investigating the importance of color spaces for image classificationCode0
Deep Learning Solutions for TanDEM-X-based Forest Classification—0
Adaptive Gradient for Adversarial Perturbations Generation—0
Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networksCode0
Higher-order Count Sketch: Dimensionality Reduction That Retains Efficient Tensor Operations—0
Probabilistic Discriminative Learning with Layered Graphical ModelsCode0
Self-Supervised Visual Representations for Cross-Modal Retrieval—0
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference—0
Evaluating Generalization Ability of Convolutional Neural Networks and Capsule Networks for Image Classification via Top-2 ClassificationCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
A Push-Pull Layer Improves Robustness of Convolutional Neural Networks—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