backup materials and knowledge-base docs
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# Example: Research Discussion
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```text
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结论:这个 idea 值得保留,但现在不能直接写成 main contribution;它更像一个需要额外证据支撑的 mechanism claim。
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原因:
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- 主张是 "multi-scale augmentation improves small-object detection because it helps the model preserve fine-grained texture cues"。
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- 当前最弱的一环是 because:还缺少能证明 texture-cue preservation 的机制证据。
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建议:
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- P0:先做 feature-map visualization 或 error-type breakdown,验证 small-object recall 的提升来自哪里。
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- P1:再把 augmentation result 放进 method。
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- P2:最后再考虑更大的 architecture story,不要现在就把 auxiliary module 写成主线。
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```
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