Land Cover Classification on BigEarthNet 19 classes
52.3F1 ScoreGemini Multi-Spectral CoT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gemini Multi-Spectral CoTData Modality=Multi-Spectral, Prompting Strategy=Chain-of-Thought, Evaluation Protocol=Zero-Shot, Backbone=Gemini 2.52026.04 | 52.3 | 55.2 | 50.2 | |
| Gemini Multi-Spectral ExpansionData Modality=Multi-Spectral, Prompting Strategy=Expansion, Evaluation Protocol=Zero-Shot, Backbone=Gemini 2.52026.04 | 50.7 | 53.5 | 48.1 | |
| Gemini Multi-Spectral BaselineData Modality=Multi-Spectral, Prompting Strategy=Baseline, Evaluation Protocol=Zero-Shot, Backbone=Gemini 2.52026.04 | 45.3 | 56.6 | 37.7 | |
| Gemini RGBData Modality=RGB, Evaluation Protocol=Zero-Shot, Backbone=Gemini 2.52026.04 | 41.4 | 54.2 | 33.5 | |
| Qwen-VL-ChatData Modality=RGB, Evaluation Protocol=Zero-Shot2026.04 | 40 | 57 | 39 | |
| LLaVA-v1.5Data Modality=RGB, Evaluation Protocol=Zero-Shot2026.04 | 39 | 27 | 83 | |
| GPT-4VData Modality=RGB, Evaluation Protocol=Zero-Shot2026.04 | 38 | 49 | 43 | |
| Llama3-MS-CLIPData Modality=Multi-Spectral, Evaluation Protocol=Zero-Shot2026.04 | 36.9 | 26.7 | 77.8 | |
| InstructBLIP-FLAN-T5-xxlData Modality=RGB, Evaluation Protocol=Zero-Shot2026.04 | 2 | 41 | 1 | |
| InstructBLIP-Vicuna-13bData Modality=RGB, Evaluation Protocol=Zero-Shot2026.04 | 1 | 1 | 6 |