Remote Sensing Image Classification on DOTA
99.4Head Macro F1LORA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LORAFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.4 | 97.2 | 91.8 | |
| LORA w/ ResLT [9]Foundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.4 | 97.7 | 93 | |
| CLORA w/ debLoRAFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.3 | 97.5 | 93.5 | |
| LORA w/ debLoRAFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.3 | 97.7 | 95.1 | |
| Zero-ShotFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.2 | 97.3 | 87.9 | |
| Fine-TuneFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.1 | 96.7 | 86.8 | |
| CLORAFoundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.1 | 94.3 | 89.3 | |
| LORA w/ SADE [68]Foundation Model=Stable Diffusion (SD), Evaluation Protocol=Linear Probing2024.10 | 99.1 | 97.3 | 92.4 | |
| LORA w/ ResLT [9]Foundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 97.7 | 94.1 | 93.8 | |
| CLORA w/ debLoRAFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 97.6 | 95.8 | 95 | |
| CLORAFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 97.3 | 93.3 | 92.2 | |
| LORA w/ SADE [68]Foundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 97.3 | 93 | 92.5 | |
| LORA w/ debLoRAFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 97.2 | 95.6 | 94.8 | |
| LORAFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 96.6 | 92.7 | 91.6 | |
| Zero-ShotFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 93.1 | 92.7 | 91.7 | |
| Fine-TuneFoundation Model=OpenCLIP, Evaluation Protocol=Linear Probing2024.10 | 93.1 | 91.1 | 89.2 |