Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/AFA

AFA

Reported on 26 benchmarks across 5 tasks · 2 papers

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology16 results

Few-Shot LearningonChestX
5 shot· 2022-08-23
25.02
best: 26.24 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonPlantae
5 shot· 2022-08-23
54.26
best: 64.1 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot Learningoncars
5 shot· 2022-08-23
49.28
best: 56.44 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonEuroSAT
5 shot· 2022-08-23
85.58
best: 91.64 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonCUB
5 shot· 2022-08-23
68.25
best: 71.59 (MSENet)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonISIC2018
5 shot· 2022-08-23
46.01
best: 53.05 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonPlaces
5 shot· 2022-08-23
76.21
best: 79.35 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Few-Shot LearningonCropDisease
5 shot· 2022-08-23
88.06
best: 96.51 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonChestX
5 shot· 2022-08-23
25.02
best: 26.24 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonPlantae
5 shot· 2022-08-23
54.26
best: 64.1 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-Learningoncars
5 shot· 2022-08-23
49.28
best: 56.44 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonEuroSAT
5 shot· 2022-08-23
85.58
best: 91.64 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonCUB
5 shot· 2022-08-23
68.25
best: 71.59 (MSENet)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonISIC2018
5 shot· 2022-08-23
46.01
best: 53.05 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonPlaces
5 shot· 2022-08-23
76.21
best: 79.35 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Meta-LearningonCropDisease
5 shot· 2022-08-23
88.06
best: 96.51 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021

Computer Vision8 results

Cross-Domain Few-ShotonChestX
5 shot· 2022-08-23
25.02
best: 26.24 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonPlantae
5 shot· 2022-08-23
54.26
best: 64.1 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-Shotoncars
5 shot· 2022-08-23
49.28
best: 56.44 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonEuroSAT
5 shot· 2022-08-23
85.58
best: 91.64 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonCUB
5 shot· 2022-08-23
68.25
best: 71.59 (MSENet)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonISIC2018
5 shot· 2022-08-23
46.01
best: 53.05 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonPlaces
5 shot· 2022-08-23
76.21
best: 79.35 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021
Cross-Domain Few-ShotonCropDisease
5 shot· 2022-08-23
88.06
best: 96.51 (StyleAdv-FT)
Adversarial Feature Augmentation for Cross-domain Few-shot Classification arXiv:2208.11021

Medical1 result

Semantic SegmentationonCOCO 2014 val
mIoU· 2022-03-05
38.9
best: 56.8 (DHR (Swin-L, Mask2Former))
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers arXiv:2203.02664

Audio1 result

10-shot image generationonCOCO 2014 val
mIoU· 2022-03-05
38.9
best: 56.8 (DHR (Swin-L, Mask2Former))
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers arXiv:2203.02664