Multi-level Semantic Coherence Evaluation on COCO
98HMSmeanCSAE
Evaluation results
| Method | Links | |
|---|---|---|
| CSAEMLLM=Qwen32026.06 | 98 | |
| CSAEMLLM=LLaVA2026.06 | 94.1 | |
| CSAEMLLM=Gemma-32026.06 | 89.1 | |
| MSAEMLLM=LLaVA2026.06 | 81.1 | |
| MSAEMLLM=Gemma-32026.06 | 70.2 | |
| GSAEMLLM=Gemma-32026.06 | 66.6 | |
| ReLUMLLM=Gemma-32026.06 | 46.6 | |
| MSAEMLLM=Qwen32026.06 | 46.1 | |
| Stack.MLLM=Gemma-32026.06 | 41.2 | |
| BTKMLLM=LLaVA2026.06 | 39.7 | |
| TopKMLLM=LLaVA2026.06 | 39.6 | |
| P-Ann.MLLM=LLaVA2026.06 | 33.4 | |
| ReLUMLLM=Qwen32026.06 | 32.8 | |
| ReLUMLLM=LLaVA2026.06 | 32.1 | |
| Stack.MLLM=LLaVA2026.06 | 28.4 | |
| GSAEMLLM=Qwen32026.06 | 28.1 | |
| BTKMLLM=Gemma-32026.06 | 28 | |
| JReLUMLLM=LLaVA2026.06 | 23.7 | |
| JReLUMLLM=Gemma-32026.06 | 16.7 | |
| P-Ann.MLLM=Gemma-32026.06 | 16 | |
| TopKMLLM=Qwen32026.06 | 15.1 | |
| Stack.MLLM=Qwen32026.06 | 14.4 | |
| BTKMLLM=Qwen32026.06 | 12.7 | |
| P-Ann.MLLM=Qwen32026.06 | 12.6 | |
| JReLUMLLM=Qwen32026.06 | 12.1 | |
| GSAEMLLM=LLaVA2026.06 | 9 | |
| TopKMLLM=Gemma-32026.06 | 5.3 |