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 481490 of 10419 papers

TitleStatusHype
Multi-aspect Knowledge Distillation with Large Language ModelCode0
Revisiting Data Augmentation for Ultrasound ImagesCode0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
Adapting OpenAI's CLIP Model for Few-Shot Image Inspection in Manufacturing Quality Control: An Expository Case Study with Multiple Application Examples0
CCESAR: Coastline Classification-Extraction From SAR Images Using CNN-U-Net Combination0
UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model0
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification0
Early Detection and Classification of Breast Cancer Using Deep Learning Techniques0
Image Classification Method using Dynamic Quantum Inspired Genetic Algorithm0
Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image ClassificationCode1
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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