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@@ -53,7 +53,8 @@ Without introducing any complex architectures or special patterns, we show how e
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  | Text4Seg (w/ SAM) | 79.2 | 81.7 | 75.6 | 72.8 | 77.9 | 66.5 | 74.0 | 75.3 | 75.4 |
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  | **Decoder-free Models** | | | | | | | | | |
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  | Text4Seg | 74.7 | 77.4 | 71.6 | 68.5 | 73.6 | 62.9 | 70.7 | 71.6 | 71.4 |
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- | **SimpleSeg** | 76.9 | 78.9 | 73.6 | 71.1 | 75.2 | 66.1 | 72.8 | 74.3 | 73.6 |
 
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  - **Referring Expression Comprehension** results
@@ -69,7 +70,8 @@ Without introducing any complex architectures or special patterns, we show how e
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  | Text4Seg (w/ SAM)| 90.3 | 93.4 | 87.5 | 85.2 | 89.9 | 79.5 | 85.4 | 85.4 | 87.1 |
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  | **Decoder-free Models** | | | | | | | | | |
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  | Text4Seg | 88.3 | 91.4 | 85.8 | 83.5 | 88.2 | 77.9 | 82.4 | 82.5 | 85.0 |
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- | **SimpleSeg** | 90.5 | 92.9 | 86.8 | 85.3 | 89.5 | 80.2 | 86.1 | 86.5 | 87.2 |
 
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  # Model Usage
 
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  | Text4Seg (w/ SAM) | 79.2 | 81.7 | 75.6 | 72.8 | 77.9 | 66.5 | 74.0 | 75.3 | 75.4 |
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  | **Decoder-free Models** | | | | | | | | | |
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  | Text4Seg | 74.7 | 77.4 | 71.6 | 68.5 | 73.6 | 62.9 | 70.7 | 71.6 | 71.4 |
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+ | **SimpleSeg**-Qwen2.5-VL | 80.9 | 77.8 | 75.2 | 72.4 | 77.3 | 66.1 | 73.3 | 74.1 | 74.6 |
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+ | **SimpleSeg**-Kimi-VL | 80.0 | 80.6 | 76.2 | 70.4 | 76.2 | 67.1 | 72.8 | 74.7 | 74.8 |
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  - **Referring Expression Comprehension** results
 
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  | Text4Seg (w/ SAM)| 90.3 | 93.4 | 87.5 | 85.2 | 89.9 | 79.5 | 85.4 | 85.4 | 87.1 |
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  | **Decoder-free Models** | | | | | | | | | |
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  | Text4Seg | 88.3 | 91.4 | 85.8 | 83.5 | 88.2 | 77.9 | 82.4 | 82.5 | 85.0 |
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+ | **SimpleSeg**-Qwen2.5-VL | 90.2| 92.9 | 86.1 | 84.6 | 90.5 | 79.0 | 84.9 | 85.6 | 86.7 |
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+ | **SimpleSeg**-Kimi-VL | 91.3| 92.1 | 87.1 | 82.6 | 88.3 | 79.3 | 84.6 | 86.3 | 86.5 |
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  # Model Usage