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 26912700 of 10420 papers

TitleStatusHype
CCESAR: Coastline Classification-Extraction From SAR Images Using CNN-U-Net Combination0
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification0
UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model0
KPL: Training-Free Medical Knowledge Mining of Vision-Language ModelsCode0
Image Classification Method using Dynamic Quantum Inspired Genetic Algorithm0
CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual LearningCode0
Leveraging counterfactual concepts for debugging and improving CNN model performance0
ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning0
Visual RAG: Expanding MLLM visual knowledge without fine-tuning0
Classifier Ensemble for Efficient Uncertainty Calibration of Deep Neural Networks for Image Classification0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified