Multi-level Semantic Coherence Evaluation on ImageNet
0.896HMSmeanCSAE
Evaluation Results
| Method | Links | |
|---|---|---|
| CSAEMLLM=LLaVA2026.06 | 0.896 | |
| CSAEMLLM=Qwen32026.06 | 0.778 | |
| CSAEMLLM=Gemma-32026.06 | 0.775 | |
| MSAEMLLM=LLaVA2026.06 | 0.747 | |
| MSAEMLLM=Gemma-32026.06 | 0.687 | |
| P-Ann.MLLM=Qwen32026.06 | 0.639 | |
| MSAEMLLM=Qwen32026.06 | 0.584 | |
| ReLUMLLM=Qwen32026.06 | 0.562 | |
| GSAEMLLM=Qwen32026.06 | 0.561 | |
| P-Ann.MLLM=LLaVA2026.06 | 0.493 | |
| Stack.MLLM=Gemma-32026.06 | 0.488 | |
| JReLUMLLM=LLaVA2026.06 | 0.41 | |
| Stack.MLLM=Qwen32026.06 | 0.332 | |
| BTKMLLM=Qwen32026.06 | 0.256 | |
| GSAEMLLM=Gemma-32026.06 | 0.256 | |
| TopKMLLM=LLaVA2026.06 | 0.246 | |
| Stack.MLLM=LLaVA2026.06 | 0.23 | |
| GSAEMLLM=LLaVA2026.06 | 0.195 | |
| BTKMLLM=LLaVA2026.06 | 0.191 | |
| BTKMLLM=Gemma-32026.06 | 0.161 | |
| JReLUMLLM=Gemma-32026.06 | 0.157 | |
| TopKMLLM=Qwen32026.06 | 0.155 | |
| P-Ann.MLLM=Gemma-32026.06 | 0.15 | |
| TopKMLLM=Gemma-32026.06 | 0.134 | |
| ReLUMLLM=LLaVA2026.06 | 0.11 | |
| ReLUMLLM=Gemma-32026.06 | 0.08 | |
| JReLUMLLM=Qwen32026.06 | 0.076 |