ML Research Wiki / Benchmarks / Fine-Grained Image Classification / Food-101

Food-101

Fine-Grained Image Classification Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	EffNet-L2 (SAM) 📚	Sharpness-Aware Minimization for Efficiently Improving Generalization	96.18	2020-10-03	📦 davda54/sam 📦 google-research/sam 📦 moskomule/sam.pytorch
2	ALIGN 📚	Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision	95.88	2021-02-11	📦 facebookresearch/metaclip 📦 kakaobrain/coyo-dataset 📦 MicPie/clasp 📦 willard-yuan/video-text-retrieval-papers 📦 pwc-1/Paper-8
3	Grafit (RegNet-8GF)	Grafit: Learning fine-grained image representations with coarse labels	93.70	2020-11-25	-
4	EfficientNet-B7	EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks	93.00	2019-05-28	📦 ultralytics/yolov5 📦 rwightman/pytorch-image-models 📦 open-mmlab/mmdetection
5	Assemble-ResNet-FGVC-50	Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network	92.47	2020-01-17	📦 clovaai/assembled-cnn
6	µ2Net+ (ViT-L/16)	A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems	91.47	2022-09-15	📦 google-research/google-research
7	NAT-M4	Neural Architecture Transfer	89.40	2020-05-12	📦 human-analysis/neural-architecture-transfer 📦 awesomelemon/encas
8	NAT-M3	Neural Architecture Transfer	89.00	2020-05-12	📦 human-analysis/neural-architecture-transfer 📦 awesomelemon/encas
9	ImageNet + iNat on WS-DAN	Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization	88.70	2020-10-06	-
10	NAT-M2	Neural Architecture Transfer	88.50	2020-05-12	📦 human-analysis/neural-architecture-transfer 📦 awesomelemon/encas

All Papers (12)

Sharpness-Aware Minimization for Efficiently Improving Generalization

2020

EffNet-L2 (SAM)

davda54/sam google-research/sam

Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

2021

ALIGN

facebookresearch/metaclip kakaobrain/coyo-dataset

Grafit: Learning fine-grained image representations with coarse labels

2020

Grafit (RegNet-8GF)

EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

2019

EfficientNet-B7

ultralytics/yolov5 rwightman/pytorch-image-models

Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network

2020

Assemble-ResNet-FGVC-50

clovaai/assembled-cnn

A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems

2022

µ2Net+ (ViT-L/16)

google-research/google-research

Neural Architecture Transfer

2020

NAT-M4

human-analysis/neural-architecture-transfer awesomelemon/encas

Neural Architecture Transfer

2020

NAT-M3

human-analysis/neural-architecture-transfer awesomelemon/encas

Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization

2020

ImageNet + iNat on WS-DAN

Neural Architecture Transfer

2020

NAT-M2

human-analysis/neural-architecture-transfer awesomelemon/encas

Neural Architecture Transfer

2020

NAT-M1

human-analysis/neural-architecture-transfer awesomelemon/encas

Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification

2021

CAP

ArdhenduBehera/cap

Food-101

Performance Over Time

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Top Performing Models

All Papers (12)

Sharpness-Aware Minimization for Efficiently Improving Generalization

Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

Grafit: Learning fine-grained image representations with coarse labels

EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network

A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems

Neural Architecture Transfer

Neural Architecture Transfer

Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization

Neural Architecture Transfer

Neural Architecture Transfer

Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification

Model	Paper	Accuracy	Date
EffNet-L2 (SAM)	Sharpness-Aware Minimization for Efficiently Impr…	96.18	2020-10-03
ALIGN	Scaling Up Visual and Vision-Language Representat…	95.88	2021-02-11
Grafit (RegNet-8GF)	Grafit: Learning fine-grained image representatio…	93.70	2020-11-25
EfficientNet-B7	EfficientNet: Rethinking Model Scaling for Convol…	93.00	2019-05-28
Assemble-ResNet-FGVC-50	Compounding the Performance Improvements of Assem…	92.47	2020-01-17
µ2Net+ (ViT-L/16)	A Continual Development Methodology for Large-sca…	91.47	2022-09-15
NAT-M4	Neural Architecture Transfer	89.40	2020-05-12
NAT-M3	Neural Architecture Transfer	89.00	2020-05-12
ImageNet + iNat on WS-DAN	Domain Adaptive Transfer Learning on Visual Atten…	88.70	2020-10-06
NAT-M2	Neural Architecture Transfer	88.50	2020-05-12
NAT-M1	Neural Architecture Transfer	87.40	2020-05-12
CAP	Context-aware Attentional Pooling (CAP) for Fine-…	34.20	2021-01-17