Image Classification on World-H (test)
263Used ObjectsNOVIC+ (FT2)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NOVIC+ (FT2)Prompt-free Classification=true, Text-only Training=true, Seen Objects=11897, Backbone=DFN-5B H/14-378 CLIP2024.07 | 263 | 55.5 | 86.77 | 87.94 | 87.13 | |
| NOVIC+ (FT0)Prompt-free Classification=true, Text-only Training=true, Seen Objects=42919, Backbone=DFN-5B H/14-378 CLIP2024.07 | 260 | 48.5 | 86.95 | 88.27 | 87.9 | |
| NOVIC (FT2)Prompt-free Classification=true, Text-only Training=true, Seen Objects=118972024.07 | 253 | 52.6 | 77.94 | 79.56 | 78.92 | |
| NOVIC (FT6)Prompt-free Classification=true, Text-only Training=true, Seen Objects=58992024.07 | 252 | 58.5 | 76.47 | 78.68 | 77.67 | |
| NOVIC (FT0)Prompt-free Classification=true, Text-only Training=true, Seen Objects=429192024.07 | 251 | 49.6 | 71.14 | 74.67 | 73.57 | |
| NOVIC (FT9)Prompt-free Classification=true, Text-only Training=true, Seen Objects=29192024.07 | 235 | 66.9 | 74.82 | 77.61 | 74.39 | |
| RAM (FT2)Prompt-free Classification=false, Text-only Training=false, Seen Objects=118972024.07 | 188 | 76.8 | 64.71 | 76.32 | 62.48 | |
| RAM (FT0)Prompt-free Classification=false, Text-only Training=false, Seen Objects=429192024.07 | 188 | 74.3 | 63.97 | 75 | 61.16 | |
| Tag2TextPrompt-free Classification=false, Text-only Training=false, Seen Objects=34292024.07 | 176 | 91.9 | 62.32 | 77.61 | 64.12 | |
| RAMPrompt-free Classification=false, Text-only Training=false, Seen Objects=45852024.07 | 160 | 100 | 57.35 | 75 | 59.14 |