Object Categorization on GRIT
Categorization (ablation)
- 2021-02-26 — CLIP: Categorization (ablation) 48.1
- 2022-02-04 — GPV-2: Categorization (ablation) 54.7
- 2022-06-17 — Unified-IOXL: Categorization (ablation) 61.7
| Rank | Model | Categorization (ablation) | Categorization (test) | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | Unified-IOXL | 61.7 | 60.8 | Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks | 2022 | |
| 2 | GPV-2 | 54.7 | 55.1 | Webly Supervised Concept Expansion for General Purpose Vision Models | 2022 | |
| 3 | CLIP | 48.1 | – | Learning Transferable Visual Models From Natural Language Supervision | openai/CLIP · mlfoundations/open_clip · towhee-io/towhee · +79 | 2021 |
| 4 | OFA_Large | 22.6 | – | OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework | modelscope/modelscope · ofa-sys/ofa · JHKim-snu/GVCCI · +1 | 2022 |