Object Categorization on GRIT

Metric: Categorization (ablation) (higher is better)

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#	Model↕	Categorization (ablation)▼	Extra Data	Paper	Date↕	Code
1	Unified-IOXL	61.7	No	Unified-IO: A Unified Model for Vision, Language...	2022-06-17	-
2	GPV-2	54.7	No	Webly Supervised Concept Expansion for General P...	2022-02-04	-
3	CLIP	48.1	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
4	OFA_Large	22.6	No	OFA: Unifying Architectures, Tasks, and Modaliti...	2022-02-07	Code

#1Unified-IOXLSOTA
61.7
Categorization (ablation)· 2022-06-17
Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks
#2GPV-2SOTA
54.7
Categorization (ablation)· 2022-02-04
Webly Supervised Concept Expansion for General Purpose Vision Models
#3CLIPSOTA
48.1
Categorization (ablation)· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code
#4OFA_Large
22.6
Categorization (ablation)· 2022-02-07
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Code