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

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Showing 201–250 of 10419 papers

TitleStatusHype
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale—0
ECViT: Efficient Convolutional Vision Transformer with Local-Attention and Multi-scale StagesCode1
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation—0
ThyroidEffi 1.0: A Cost-Effective System for High-Performance Multi-Class Thyroid Carcinoma Classification—0
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization—0
MAAM: A Lightweight Multi-Agent Aggregation Module for Efficient Image Classification Based on the MindSpore Framework—0
Feature Alignment and Representation Transfer in Knowledge Distillation for Large Language Models—0
Bayesian continual learning and forgetting in neural networksCode1
Cross-Hierarchical Bidirectional Consistency Learning for Fine-Grained Visual Classification—0
CheXWorld: Exploring Image World Modeling for Radiograph Representation LearningCode1
Human-aligned Deep Learning: Explainability, Causality, and Biological Inspiration—0
Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image AnalysisCode1
Dynamic Memory-enhanced Transformer for Hyperspectral Image Classification—0
Expert Kernel Generation Network Driven by Contextual Mapping for Hyperspectral Image ClassificationCode0
Quantum Computing Supported Adversarial Attack-Resilient Autonomous Vehicle Perception Module for Traffic Sign ClassificationCode0
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision—0
FLIP Reasoning ChallengeCode0
GLUSE: Enhanced Channel-Wise Adaptive Gated Linear Units SE for Onboard Satellite Earth Observation Image ClassificationCode0
Exploring Video-Based Driver Activity Recognition under Noisy LabelsCode0
Deep Learning Approaches for Medical Imaging Under Varying Degrees of Label Availability: A Comprehensive Survey—0
3D Wavelet Convolutions with Extended Receptive Fields for Hyperspectral Image ClassificationCode0
Diversity-Driven Learning: Tackling Spurious Correlations and Data Heterogeneity in Federated Models—0
Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification—0
LEMUR Neural Network Dataset: Towards Seamless AutoMLCode1
Sparse Deformable Mamba for Hyperspectral Image Classification—0
An Efficient Quantum Classifier Based on Hamiltonian RepresentationsCode0
MGS: Markov Greedy Sums for Accurate Low-Bitwidth Floating-Point Accumulation—0
A Hybrid Fully Convolutional CNN-Transformer Model for Inherently Interpretable Medical Image Classification—0
Hypergraph Vision Transformers: Images are More than Nodes, More than Edges—0
Comparative Analysis of Different Methods for Classifying Polychromatic Sketches—0
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations—0
MultiCore+TPU Accelerated Multi-Modal TinyML for Livestock Behaviour Recognition—0
Pychop: Emulating Low-Precision Arithmetic in Numerical Methods and Neural NetworksCode1
Identifying regions of interest in whole slide images of renal cell carcinoma—0
Memory-Modular Classification: Learning to Generalize with Memory ReplacementCode0
Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-GradientsCode0
Gaze-Guided Learning: Avoiding Shortcut Bias in Visual ClassificationCode0
Secure Diagnostics: Adversarial Robustness Meets Clinical Interpretability—0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model—0
Federated Learning for Medical Image Classification: A Comprehensive Benchmark—0
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image ClassificationCode0
MASS: MoErging through Adaptive Subspace SelectionCode0
Scaling Federated Learning Solutions with Kubernetes for Synthesizing Histopathology ImagesCode0
Adaptive Classification of Interval-Valued Time Series—0
HQViT: Hybrid Quantum Vision Transformer for Image Classification—0
LLM-Guided Evolution: An Autonomous Model Optimization for Object Detection—0
Deep Ensembling of Multiband Images for Earth Remote Sensing and Foramnifera DataCode0
Neural Style Transfer for Synthesising a Dataset of Ancient Egyptian Hieroglyphs—0
A Randomized Zeroth-Order Hierarchical Framework for Heterogeneous Federated Learning—0
All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning—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