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 29212930 of 10420 papers

TitleStatusHype
CADICA: a new dataset for coronary artery disease detection by using invasive coronary angiography0
An Experimental Study of Reduced-Voltage Operation in Modern FPGAs for Neural Network Acceleration0
CacheNet: A Model Caching Framework for Deep Learning Inference on the Edge0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks0
A Distributed Deep Representation Learning Model for Big Image Data Classification0
C2S2: Cost-aware Channel Sparse Selection for Progressive Network Pruning0
C2G-Net: Exploiting Morphological Properties for Image Classification0
A New Window Loss Function for Bone Fracture Detection and Localization in X-ray Images with Point-based Annotation0
Enhancing CNN Classification with Lamarckian Memetic Algorithms and Local Search0
Enhancing Generalization of First-Order Meta-Learning0
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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
10RevCol-HTop 1 Accuracy90Unverified