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anima_module.yaml
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schema_version: "1.0"
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module:
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name: ran
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version: "0.1.0"
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display_name: "RAN — OpenUrban3D Open-Vocabulary 3D Segmentation"
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description: "Annotation-free open-vocabulary semantic segmentation of large-scale urban point clouds"
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category: perception.segmentation
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license: Apache-2.0
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paper: "OpenUrban3D: Annotation-Free Open-Vocabulary Semantic Segmentation of Urban Point Clouds (Sep 2025)"
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capabilities:
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provides:
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- type: segmentation
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subtype: 3d_open_vocabulary
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- type: point_cloud
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subtype: urban_scale
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interface:
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inputs:
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- name: point_cloud
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ros2_type: sensor_msgs/msg/PointCloud2
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- name: text_query
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ros2_type: std_msgs/msg/String
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outputs:
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- name: segmented_cloud
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ros2_type: sensor_msgs/msg/PointCloud2
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- name: labels
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ros2_type: std_msgs/msg/String
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hardware:
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platforms:
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- name: linux_x86
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backends: [onnxruntime_cuda]
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- name: nvidia_jetson
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backends: [tensorrt]
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performance:
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profiles:
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- platform: linux_x86
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model: ran-base
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backend: onnxruntime_cuda
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fps: 3
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latency_p50_ms: 300
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safety:
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failure_mode: returns_empty
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timeout_ms: 5000
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health_topic: /anima/ran/health
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composability:
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pairs_well_with:
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- perception.point_cloud
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- perception.scene_understanding
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conflicts_with: []
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container:
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image: ghcr.io/robotflow-labs/anima-ran:0.1.0
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port: 8106
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