EdgeFlow augments VLMs with a Canny edge map prior to raise node, edge, and path F1 scores by 11-17 points on a real-world industrial flowchart dataset while showing no gain on a public synthetic benchmark.
Arrow-guided VLM: Enhancing flowchart understanding via arrow direction encoding,
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EdgeFlow: Edge-Map Augmented VLM-Based Flowchart Processing for Industrial Requirements Engineering
EdgeFlow augments VLMs with a Canny edge map prior to raise node, edge, and path F1 scores by 11-17 points on a real-world industrial flowchart dataset while showing no gain on a public synthetic benchmark.