Synthetic Image Detection on FakeClue++
95.5AccuracyFakeVLM-R1
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FakeVLM-R12026.05 | 95.5 | 95.5 | 95.9 | 95.2 | 95.1 | 95.4 | 93.6 | 98 | |
| FakeVLM2026.05 | 77 | 70.4 | 54.8 | 99.3 | 78.3 | 72 | 69.4 | 88.3 | |
| BusterX++2026.05 | 76.2 | 75.3 | 72.7 | 79.7 | 78 | 72.5 | 79.9 | 74.4 | |
| AIDE2026.05 | 73.9 | 78.4 | 94.5 | 53.4 | 56.6 | 84 | 68.7 | 86.3 | |
| GPT-52026.05 | 73.7 | 77.9 | 92.7 | 54.7 | 65.6 | 80.3 | 73.5 | 75.4 | |
| Gemini-2.52026.05 | 73.3 | 78.6 | 98.4 | 48.2 | 73.7 | 75.7 | 72.6 | 71.1 | |
| GPT-4o2026.05 | 69.5 | 74.3 | 88.4 | 50.5 | 66.5 | 67.8 | 74.4 | 69 | |
| Skyra2026.05 | 68.9 | 73.6 | 86.7 | 51 | 68.4 | 72.8 | 69.3 | 64.9 | |
| Qwen2.5-VLParameters=32B2026.05 | 67.3 | 74.7 | 96.4 | 38.3 | 75.9 | 67.6 | 64.8 | 61 | |
| SIDA2026.05 | 65.3 | 68.7 | 76.3 | 54.3 | 69.3 | 59.5 | 68.3 | 64 | |
| Qwen2.5-VLParameters=7B2026.05 | 61.4 | 71.3 | 96.2 | 26.6 | 71.4 | 61 | 59.1 | 54 | |
| NPR2026.05 | 60.4 | 60.9 | 61.7 | 59.1 | 43.7 | 75.5 | 52.6 | 69.7 | |
| Effort2026.05 | 56.7 | 41.9 | 31.3 | 82.1 | 63 | 53.3 | 53 | 57.4 | |
| InternVL3Parameters=38B2026.05 | 56 | 66.7 | 88.3 | 23.7 | 54.5 | 59.4 | 53.5 | 56.5 | |
| InternVL3Parameters=8B2026.05 | 52 | 60.4 | 73.3 | 30.7 | 49.8 | 54.1 | 51.6 | 52.4 | |
| DeepSeekVL2Parameters=7B2026.05 | 50.2 | 66.8 | 99.7 | 0.4 | 50.1 | 50.2 | 50.1 | 50 |