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 2701–2750 of 10419 papers

TitleStatusHype
HyperCam: Low-Power Onboard Computer Vision for IoT Cameras—0
Efficient Few-Shot Medical Image Analysis via Hierarchical Contrastive Vision-Language Learning—0
Shape-Based Single Object Classification Using Ensemble Method Classifiers—0
SRE-Conv: Symmetric Rotation Equivariant Convolution for Biomedical Image ClassificationCode0
HydraMix: Multi-Image Feature Mixing for Small Data Image Classification—0
MIAFEx: An Attention-based Feature Extraction Method for Medical Image ClassificationCode0
IDEA: Image Description Enhanced CLIP-AdapterCode0
Training Hybrid Neural Networks with Multimode Optical Nonlinearities Using Digital Twins—0
deepTerra -- AI Land Classification Made Easy—0
Balance Divergence for Knowledge Distillation—0
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition—0
Adaptive Noise-Tolerant Network for Image Segmentation—0
PRKAN: Parameter-Reduced Kolmogorov-Arnold Networks—0
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction—0
Rice Leaf Disease Detection: A Comparative Study Between CNN, Transformer and Non-neural Network Architectures—0
LarvSeg: Exploring Image Classification Data For Large Vocabulary Semantic Segmentation via Category-wise Attentive ClassifierCode0
Averaged Adam accelerates stochastic optimization in the training of deep neural network approximations for partial differential equation and optimal control problemsCode0
Kolmogorov-Arnold networks for metal surface defect classification—0
A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field—0
A 1Mb mixed-precision quantized encoder for image classification and patch-based compression—0
A New Perspective on Privacy Protection in Federated Learning with Granular-Ball ComputingCode0
Comparison of Neural Models for X-ray Image Classification in COVID-19 Detection—0
Discrete Wavelet Transform-Based Capsule Network for Hyperspectral Image Classification—0
Planarian Neural Networks: Evolutionary Patterns from Basic Bilateria Shaping Modern Artificial Neural Network Architectures—0
Dolphin: Closed-loop Open-ended Auto-research through Thinking, Practice, and Feedback—0
MedFocusCLIP : Improving few shot classification in medical datasets using pixel wise attention—0
Temporal Feature Weaving for Neonatal Echocardiographic Viewpoint Video ClassificationCode0
Deep-Relative-Trust-Based Diffusion for Decentralized Deep Learning—0
FTA-FTL: A Fine-Tuned Aggregation Federated Transfer Learning Scheme for Lithology Microscopic Image ClassificationCode0
Plant Leaf Disease Detection and Classification Using Deep Learning: A Review and A Proposed System on Bangladesh's Perspective—0
FedRSClip: Federated Learning for Remote Sensing Scene Classification Using Vision-Language Models—0
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50—0
Google is all you need: Semi-Supervised Transfer Learning Strategy For Light Multimodal Multi-Task Classification Model—0
A Separable Self-attention Inspired by the State Space Model for Computer VisionCode0
A Multi-task Supervised Compression Model for Split ComputingCode0
DefMamba: Deformable Visual State Space Model—0
Multi-modal Vision Pre-training for Medical Image Analysis—0
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification—0
A Novel Approach using CapsNet and Deep Belief Network for Detection and Identification of Oral Leukopenia—0
Ensuring superior learning outcomes and data security for authorized learner—0
Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights—0
Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning—0
M3amba: Memory Mamba is All You Need for Whole Slide Image Classification—0
LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models—0
VL2Lite: Task-Specific Knowledge Distillation from Large Vision-Language Models to Lightweight Networks—0
Towards Universal Dataset Distillation via Task-Driven Diffusion—0
HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving—0
Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNsCode0
Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation—0
Directional Label Diffusion Model for Learning from Noisy LabelsCode0
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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