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SotA/Computer Vision/Fine-Grained Image Classification

Fine-Grained Image Classification

59 benchmarks353 papers

Fine-Grained Image Classification is a task in computer vision where the goal is to classify images into subcategories within a larger category. For example, classifying different species of birds or different types of flowers. This task is considered to be fine-grained because it requires the model to distinguish between subtle differences in visual appearance and patterns, making it more challenging than regular image classification tasks.

<span style="color:grey; opacity: 0.6">( Image credit: Looking for the Devil in the Details )</span>

Benchmarks

Fine-Grained Image Classification on CUB-200-2011

Accuracy

Fine-Grained Image Classification on Oxford-IIIT Pets

AccuracyTop-1 Error RateFLOPSPARAMS

Fine-Grained Image Classification on Food-101

AccuracyTop 1 AccuracyPARAMSFLOPS

Fine-Grained Image Classification on FGVC Aircraft

AccuracyTop-1 Error RatePARAMSFLOPSTop-1

Fine-Grained Image Classification on Caltech-101

AccuracyTop-1 Error Rate

Fine-Grained Image Classification on Stanford Cars

AccuracyFLOPSPARAMS

Fine-Grained Image Classification on Bird-225

Accuracy

Fine-Grained Image Classification on Oxford-IIIT Pet Dataset

AccuracyTop-1 Error RateFLOPSPARAMS

Fine-Grained Image Classification on SUN397

Accuracy

Fine-Grained Image Classification on 10 Monkey Species

Accuracy

Fine-Grained Image Classification on FoodX-251

Accuracy (%)

Fine-Grained Image Classification on Fruits-360

Accuracy (%)Accuracy

Fine-Grained Image Classification on Oxford 102 Flowers

AccuracyTop-1 Error RateFLOPSPARAMSTop 1 Accuracy

Fine-Grained Image Classification on Bottles

mAP

Fine-Grained Image Classification on Con-Text

mAP

Fine-Grained Image Classification on DIB-10K

Accuracy

Fine-Grained Image Classification on EMNIST-Digits

Accuracy

Fine-Grained Image Classification on EMNIST-Letters

Accuracy

Fine-Grained Image Classification on FGVC-Aircraft

Accuracy

Fine-Grained Image Classification on Herbarium 2021 Half–Earth

Test F1 score

Fine-Grained Image Classification on Herbarium 2022

Test F1 score (private)

Fine-Grained Image Classification on Imbalanced CUB-200-2011

AccuracyAverage Per-Class Accuracy

Fine-Grained Image Classification on Kuzushiji-MNIST

Accuracy

Fine-Grained Image Classification on MNIST

Accuracy

Fine-Grained Image Classification on NABirds

Accuracy

Fine-Grained Image Classification on QMNIST

Accuracy

Fine-Grained Image Classification on SOP

Recall@1

Fine-Grained Image Classification on STL-10

Accuracy

Fine-Grained Image Classification on Stanford Dogs

Accuracy

Fine-Grained Image Classification on iNaturalist

Top 1 Accuracy

Fine-Grained Image Classification on CUB-200-2011

Accuracy

Fine-Grained Image Classification on Birdsnap

Accuracy

Fine-Grained Image Classification on BoxCars116K

Accuracy

Fine-Grained Image Classification on CarFlag-1532

Accuracy

Fine-Grained Image Classification on CarFlag-563

Accuracy

Fine-Grained Image Classification on CompCars

Accuracy

Fine-Grained Image Classification on Human Righst Archive (HRA)

coverage