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 38513860 of 10420 papers

TitleStatusHype
Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation0
COLORA: Efficient Fine-Tuning for Convolutional Models with a Study Case on Optical Coherence Tomography Image Classification0
Exploring Regions of Interest: Visualizing Histological Image Classification for Breast Cancer using Deep Learning0
Detecting Localized Adversarial Examples: A Generic Approach using Critical Region Analysis0
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-500
Exploring Structural Nonlinearity in Binary Polariton-Based Neuromorphic Architectures0
Exploring Target Driven Image Classification0
Color Image Classification via Quaternion Principal Component Analysis Network0
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation0
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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