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 35413550 of 10420 papers

TitleStatusHype
FIXED: Frustratingly Easy Domain Generalization with Mixup0
Encoding High Dimensional Local Features by Sparse Coding Based Fisher Vectors0
DFDG: Data-Free Dual-Generator Adversarial Distillation for One-Shot Federated Learning0
DevNet: A Deep Event Network for Multimedia Event Detection and Evidence Recounting0
Anatomy-specific classification of medical images using deep convolutional nets0
Few-Shot Image Classification Along Sparse Graphs0
Development of CNN Architectures using Transfer Learning Methods for Medical Image Classification0
End-to-End Optimization of JPEG-Based Deep Learning Process for Image Classification0
An Artificial Neural Network for Image Classification Inspired by Aversive Olfactory Learning Circuits in Caenorhabditis Elegans0
Development Of A Fire Detection System On Satellite Images0
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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