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 42114220 of 10420 papers

TitleStatusHype
Benchmark Analysis of Various Pre-trained Deep Learning Models on ASSIRA Cats and Dogs Dataset0
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network0
Deep transfer learning for image classification: a survey0
Deep Transfer Learning for Few-Shot SAR Image Classification0
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification0
Deep transfer learning for detecting Covid-19, Pneumonia and Tuberculosis using CXR images -- A Review0
deepTerra -- AI Land Classification Made Easy0
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment0
Highly Efficient Representation and Active Learning Framework and Its Application to Imbalanced Medical Image Classification0
Deep tensor networks with matrix product operators0
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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