Image Classification on iWildCam2020-WILDS

Metric: Accuracy (Top-1) (higher is better)

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#	Model↕	Accuracy (Top-1)▼	Extra Data	Paper	Date↕	Code
1	COSMO	74.5	Yes	Reviving the Context: Camera Trap Species Classi...	2023-12-31	Code
2	CORAL	73.3	No	Deep CORAL: Correlation Alignment for Deep Domai...	2016-07-06	Code
3	ABSGD	72.7	No	Attentional-Biased Stochastic Gradient Descent	2020-12-13	Code
4	Group DRO	72.7	No	Does Distributionally Robust Supervised Learning...	2016-11-07	-
5	Empirical Risk Minimization (ERM)	71.6	No	WILDS: A Benchmark of in-the-Wild Distribution S...	2020-12-14	Code
6	Fish	63.2	No	Gradient Matching for Domain Generalization	2021-04-20	Code

#1COSMOSOTA
74.5
Accuracy (Top-1)· Extra Data· 2023-12-31
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs Code
#2CORALSOTA
73.3
Accuracy (Top-1)· 2016-07-06
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Code
#3ABSGD
72.7
Accuracy (Top-1)· 2020-12-13
Attentional-Biased Stochastic Gradient Descent Code
#4Group DRO
72.7
Accuracy (Top-1)· 2016-11-07
Does Distributionally Robust Supervised Learning Give Robust Classifiers?
#5Empirical Risk Minimization (ERM)
71.6
Accuracy (Top-1)· 2020-12-14
WILDS: A Benchmark of in-the-Wild Distribution Shifts Code
#6Fish
63.2
Accuracy (Top-1)· 2021-04-20
Gradient Matching for Domain Generalization Code