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

Showing 44764500 of 10420 papers

TitleStatusHype
Deep Sparse Representation-based ClassificationCode0
Convolutional Neural Networks for Global Human Settlements Mapping from Sentinel-2 Satellite ImageryCode0
Confidence Estimation Using Unlabeled DataCode0
FisherMask: Enhancing Neural Network Labeling Efficiency in Image Classification Using Fisher InformationCode0
Continual Adaptation of Vision Transformers for Federated LearningCode0
Heterogeneous Network Based Contrastive Learning Method for PolSAR Land Cover ClassificationCode0
Fisher Discriminative Least Squares Regression for Image ClassificationCode0
HD-CNN: Hierarchical Deep Convolutional Neural Network for Large Scale Visual RecognitionCode0
HDKD: Hybrid Data-Efficient Knowledge Distillation Network for Medical Image ClassificationCode0
HaSPeR: An Image Repository for Hand Shadow Puppet RecognitionCode0
Convolutional Oriented BoundariesCode0
Confidence-based Out-of-Distribution Detection: A Comparative Study and AnalysisCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Histogram Layers for Neural Engineered FeaturesCode0
giMLPs: Gate with Inhibition Mechanism in MLPsCode0
FI-ODE: Certifiably Robust Forward Invariance in Neural ODEsCode0
Hardware Resilience Properties of Text-Guided Image ClassifiersCode0
Hardware Acceleration for Real-Time Wildfire Detection Onboard Drone NetworksCode0
CoNe: Contrast Your Neighbours for Supervised Image ClassificationCode0
Hard Negative Sample Mining for Whole Slide Image ClassificationCode0
A Simple Single-Scale Vision Transformer for Object Localization and Instance SegmentationCode0
Conditional Variance Penalties and Domain Shift RobustnessCode0
H²O: Heatmap by Hierarchical OcclusionCode0
Fine-Grained Scene Image Classification with Modality-Agnostic AdapterCode0
Activation Function Optimization Scheme for Image ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified