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 2476–2500 of 10420 papers

TitleStatusHype
Federated Learning for Medical Image Classification: A Comprehensive Benchmark—0
Secure Diagnostics: Adversarial Robustness Meets Clinical Interpretability—0
MASS: MoErging through Adaptive Subspace SelectionCode0
Spatial-Geometry Enhanced 3D Dynamic Snake Convolutional Neural Network for Hyperspectral Image ClassificationCode0
Scaling Federated Learning Solutions with Kubernetes for Synthesizing Histopathology ImagesCode0
Adaptive Classification of Interval-Valued Time Series—0
LLM-Guided Evolution: An Autonomous Model Optimization for Object Detection—0
HQViT: Hybrid Quantum Vision Transformer for Image Classification—0
A Randomized Zeroth-Order Hierarchical Framework for Heterogeneous Federated Learning—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
All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning—0
Impact of Data Duplication on Deep Neural Network-Based Image Classifiers: Robust vs. Standard Models—0
Geometric Median Matching for Robust k-Subset Selection from Noisy Data—0
PolygoNet: Leveraging Simplified Polygonal Representation for Effective Image ClassificationCode0
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems—0
CIBR: Cross-modal Information Bottleneck Regularization for Robust CLIP Generalization—0
Expanding-and-Shrinking Binary Neural NetworksCode0
Crossmodal Knowledge Distillation with WordNet-Relaxed Text Embeddings for Robust Image Classification—0
Over-the-Air Edge Inference via End-to-End Metasurfaces-Integrated Artificial Neural Networks—0
PixelCAM: Pixel Class Activation Mapping for Histology Image Classification and ROI LocalizationCode0
KernelDNA: Dynamic Kernel Sharing via Decoupled Naive AdaptersCode0
Efficient Dynamic Attention 3D Convolution for Hyperspectral Image ClassificationCode0
FairSAM: Fair Classification on Corrupted Data Through Sharpness-Aware Minimization—0
DC-SGD: Differentially Private SGD with Dynamic Clipping through Gradient Norm Distribution Estimation—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