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 15311540 of 10420 papers

TitleStatusHype
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation LearningCode2
Multi-method Integration with Confidence-based Weighting for Zero-shot Image Classification0
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey0
Decoupling Feature Extraction and Classification Layers for Calibrated Neural Networks0
Transformers Fusion across Disjoint Samples for Hyperspectral Image Classification0
SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients0
Uncertainty-aware self-training with expectation maximization basis transformation0
Efficient and Flexible Method for Reducing Moderate-size Deep Neural Networks with Condensation0
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A SurveyCode0
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck ModelsCode0
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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