328 lines
15 KiB
Python
328 lines
15 KiB
Python
# Copyright (c) OpenMMLab. All rights reserved.
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import mmcv
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def cityscapes_classes():
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"""Cityscapes class names for external use."""
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return [
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'road', 'sidewalk', 'building', 'wall', 'fence', 'pole',
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'traffic light', 'traffic sign', 'vegetation', 'terrain', 'sky',
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'person', 'rider', 'car', 'truck', 'bus', 'train', 'motorcycle',
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'bicycle'
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]
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def ade_classes():
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"""ADE20K class names for external use."""
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return [
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'wall', 'building', 'sky', 'floor', 'tree', 'ceiling', 'road', 'bed ',
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'windowpane', 'grass', 'cabinet', 'sidewalk', 'person', 'earth',
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'door', 'table', 'mountain', 'plant', 'curtain', 'chair', 'car',
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'water', 'painting', 'sofa', 'shelf', 'house', 'sea', 'mirror', 'rug',
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'field', 'armchair', 'seat', 'fence', 'desk', 'rock', 'wardrobe',
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'lamp', 'bathtub', 'railing', 'cushion', 'base', 'box', 'column',
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'signboard', 'chest of drawers', 'counter', 'sand', 'sink',
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'skyscraper', 'fireplace', 'refrigerator', 'grandstand', 'path',
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'stairs', 'runway', 'case', 'pool table', 'pillow', 'screen door',
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'stairway', 'river', 'bridge', 'bookcase', 'blind', 'coffee table',
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'toilet', 'flower', 'book', 'hill', 'bench', 'countertop', 'stove',
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'palm', 'kitchen island', 'computer', 'swivel chair', 'boat', 'bar',
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'arcade machine', 'hovel', 'bus', 'towel', 'light', 'truck', 'tower',
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'chandelier', 'awning', 'streetlight', 'booth', 'television receiver',
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'airplane', 'dirt track', 'apparel', 'pole', 'land', 'bannister',
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'escalator', 'ottoman', 'bottle', 'buffet', 'poster', 'stage', 'van',
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'ship', 'fountain', 'conveyer belt', 'canopy', 'washer', 'plaything',
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'swimming pool', 'stool', 'barrel', 'basket', 'waterfall', 'tent',
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'bag', 'minibike', 'cradle', 'oven', 'ball', 'food', 'step', 'tank',
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'trade name', 'microwave', 'pot', 'animal', 'bicycle', 'lake',
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'dishwasher', 'screen', 'blanket', 'sculpture', 'hood', 'sconce',
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'vase', 'traffic light', 'tray', 'ashcan', 'fan', 'pier', 'crt screen',
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'plate', 'monitor', 'bulletin board', 'shower', 'radiator', 'glass',
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'clock', 'flag'
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]
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def voc_classes():
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"""Pascal VOC class names for external use."""
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return [
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'background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus',
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'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse',
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'motorbike', 'person', 'pottedplant', 'sheep', 'sofa', 'train',
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'tvmonitor'
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]
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def cocostuff_classes():
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"""CocoStuff class names for external use."""
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return [
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'person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus', 'train',
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'truck', 'boat', 'traffic light', 'fire hydrant', 'stop sign',
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'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep',
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'cow', 'elephant', 'bear', 'zebra', 'giraffe', 'backpack', 'umbrella',
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'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard',
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'sports ball', 'kite', 'baseball bat', 'baseball glove', 'skateboard',
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'surfboard', 'tennis racket', 'bottle', 'wine glass', 'cup', 'fork',
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'knife', 'spoon', 'bowl', 'banana', 'apple', 'sandwich', 'orange',
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'broccoli', 'carrot', 'hot dog', 'pizza', 'donut', 'cake', 'chair',
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'couch', 'potted plant', 'bed', 'dining table', 'toilet', 'tv',
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'laptop', 'mouse', 'remote', 'keyboard', 'cell phone', 'microwave',
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'oven', 'toaster', 'sink', 'refrigerator', 'book', 'clock', 'vase',
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'scissors', 'teddy bear', 'hair drier', 'toothbrush', 'banner',
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'blanket', 'branch', 'bridge', 'building-other', 'bush', 'cabinet',
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'cage', 'cardboard', 'carpet', 'ceiling-other', 'ceiling-tile',
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'cloth', 'clothes', 'clouds', 'counter', 'cupboard', 'curtain',
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'desk-stuff', 'dirt', 'door-stuff', 'fence', 'floor-marble',
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'floor-other', 'floor-stone', 'floor-tile', 'floor-wood', 'flower',
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'fog', 'food-other', 'fruit', 'furniture-other', 'grass', 'gravel',
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'ground-other', 'hill', 'house', 'leaves', 'light', 'mat', 'metal',
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'mirror-stuff', 'moss', 'mountain', 'mud', 'napkin', 'net', 'paper',
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'pavement', 'pillow', 'plant-other', 'plastic', 'platform',
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'playingfield', 'railing', 'railroad', 'river', 'road', 'rock', 'roof',
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'rug', 'salad', 'sand', 'sea', 'shelf', 'sky-other', 'skyscraper',
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'snow', 'solid-other', 'stairs', 'stone', 'straw', 'structural-other',
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'table', 'tent', 'textile-other', 'towel', 'tree', 'vegetable',
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'wall-brick', 'wall-concrete', 'wall-other', 'wall-panel',
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'wall-stone', 'wall-tile', 'wall-wood', 'water-other', 'waterdrops',
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'window-blind', 'window-other', 'wood'
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]
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def loveda_classes():
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"""LoveDA class names for external use."""
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return [
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'background', 'building', 'road', 'water', 'barren', 'forest',
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'agricultural'
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]
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def potsdam_classes():
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"""Potsdam class names for external use."""
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return [
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'impervious_surface', 'building', 'low_vegetation', 'tree', 'car',
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'clutter'
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]
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def vaihingen_classes():
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"""Vaihingen class names for external use."""
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return [
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'impervious_surface', 'building', 'low_vegetation', 'tree', 'car',
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'clutter'
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]
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def isaid_classes():
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"""iSAID class names for external use."""
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return [
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'background', 'ship', 'store_tank', 'baseball_diamond', 'tennis_court',
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'basketball_court', 'Ground_Track_Field', 'Bridge', 'Large_Vehicle',
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'Small_Vehicle', 'Helicopter', 'Swimming_pool', 'Roundabout',
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'Soccer_ball_field', 'plane', 'Harbor'
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]
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def stare_classes():
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"""stare class names for external use."""
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return ['background', 'vessel']
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def occludedface_classes():
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"""occludedface class names for external use."""
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return ['background', 'face']
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def cityscapes_palette():
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"""Cityscapes palette for external use."""
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return [[128, 64, 128], [244, 35, 232], [70, 70, 70], [102, 102, 156],
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[190, 153, 153], [153, 153, 153], [250, 170, 30], [220, 220, 0],
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[107, 142, 35], [152, 251, 152], [70, 130, 180], [220, 20, 60],
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[255, 0, 0], [0, 0, 142], [0, 0, 70], [0, 60, 100], [0, 80, 100],
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[0, 0, 230], [119, 11, 32]]
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def ade_palette():
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"""ADE20K palette for external use."""
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return [[120, 120, 120], [180, 120, 120], [6, 230, 230], [80, 50, 50],
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[4, 200, 3], [120, 120, 80], [140, 140, 140], [204, 5, 255],
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[230, 230, 230], [4, 250, 7], [224, 5, 255], [235, 255, 7],
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[150, 5, 61], [120, 120, 70], [8, 255, 51], [255, 6, 82],
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[143, 255, 140], [204, 255, 4], [255, 51, 7], [204, 70, 3],
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[0, 102, 200], [61, 230, 250], [255, 6, 51], [11, 102, 255],
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[255, 7, 71], [255, 9, 224], [9, 7, 230], [220, 220, 220],
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[255, 9, 92], [112, 9, 255], [8, 255, 214], [7, 255, 224],
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[255, 184, 6], [10, 255, 71], [255, 41, 10], [7, 255, 255],
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[224, 255, 8], [102, 8, 255], [255, 61, 6], [255, 194, 7],
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[255, 122, 8], [0, 255, 20], [255, 8, 41], [255, 5, 153],
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[6, 51, 255], [235, 12, 255], [160, 150, 20], [0, 163, 255],
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[140, 140, 140], [250, 10, 15], [20, 255, 0], [31, 255, 0],
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[255, 31, 0], [255, 224, 0], [153, 255, 0], [0, 0, 255],
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[255, 71, 0], [0, 235, 255], [0, 173, 255], [31, 0, 255],
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[11, 200, 200], [255, 82, 0], [0, 255, 245], [0, 61, 255],
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[0, 255, 112], [0, 255, 133], [255, 0, 0], [255, 163, 0],
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[255, 102, 0], [194, 255, 0], [0, 143, 255], [51, 255, 0],
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[0, 82, 255], [0, 255, 41], [0, 255, 173], [10, 0, 255],
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[173, 255, 0], [0, 255, 153], [255, 92, 0], [255, 0, 255],
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[255, 0, 245], [255, 0, 102], [255, 173, 0], [255, 0, 20],
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[255, 184, 184], [0, 31, 255], [0, 255, 61], [0, 71, 255],
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[255, 0, 204], [0, 255, 194], [0, 255, 82], [0, 10, 255],
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[0, 112, 255], [51, 0, 255], [0, 194, 255], [0, 122, 255],
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[0, 255, 163], [255, 153, 0], [0, 255, 10], [255, 112, 0],
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[143, 255, 0], [82, 0, 255], [163, 255, 0], [255, 235, 0],
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[8, 184, 170], [133, 0, 255], [0, 255, 92], [184, 0, 255],
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[255, 0, 31], [0, 184, 255], [0, 214, 255], [255, 0, 112],
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[92, 255, 0], [0, 224, 255], [112, 224, 255], [70, 184, 160],
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[163, 0, 255], [153, 0, 255], [71, 255, 0], [255, 0, 163],
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[255, 204, 0], [255, 0, 143], [0, 255, 235], [133, 255, 0],
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[255, 0, 235], [245, 0, 255], [255, 0, 122], [255, 245, 0],
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[10, 190, 212], [214, 255, 0], [0, 204, 255], [20, 0, 255],
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[255, 255, 0], [0, 153, 255], [0, 41, 255], [0, 255, 204],
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[41, 0, 255], [41, 255, 0], [173, 0, 255], [0, 245, 255],
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[71, 0, 255], [122, 0, 255], [0, 255, 184], [0, 92, 255],
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[184, 255, 0], [0, 133, 255], [255, 214, 0], [25, 194, 194],
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[102, 255, 0], [92, 0, 255]]
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def voc_palette():
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"""Pascal VOC palette for external use."""
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return [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0], [0, 0, 128],
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[128, 0, 128], [0, 128, 128], [128, 128, 128], [64, 0, 0],
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[192, 0, 0], [64, 128, 0], [192, 128, 0], [64, 0, 128],
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[192, 0, 128], [64, 128, 128], [192, 128, 128], [0, 64, 0],
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[128, 64, 0], [0, 192, 0], [128, 192, 0], [0, 64, 128]]
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def cocostuff_palette():
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"""CocoStuff palette for external use."""
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return [[0, 192, 64], [0, 192, 64], [0, 64, 96], [128, 192, 192],
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[0, 64, 64], [0, 192, 224], [0, 192, 192], [128, 192, 64],
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[0, 192, 96], [128, 192, 64], [128, 32, 192], [0, 0, 224],
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[0, 0, 64], [0, 160, 192], [128, 0, 96], [128, 0, 192],
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[0, 32, 192], [128, 128, 224], [0, 0, 192], [128, 160, 192],
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[128, 128, 0], [128, 0, 32], [128, 32, 0], [128, 0, 128],
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[64, 128, 32], [0, 160, 0], [0, 0, 0], [192, 128, 160], [0, 32, 0],
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[0, 128, 128], [64, 128, 160], [128, 160, 0], [0, 128, 0],
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[192, 128, 32], [128, 96, 128], [0, 0, 128], [64, 0, 32],
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[0, 224, 128], [128, 0, 0], [192, 0, 160], [0, 96, 128],
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[128, 128, 128], [64, 0, 160], [128, 224, 128], [128, 128, 64],
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[192, 0, 32], [128, 96, 0], [128, 0, 192], [0, 128, 32],
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[64, 224, 0], [0, 0, 64], [128, 128, 160], [64, 96, 0],
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[0, 128, 192], [0, 128, 160], [192, 224, 0], [0, 128, 64],
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[128, 128, 32], [192, 32, 128], [0, 64, 192], [0, 0, 32],
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[64, 160, 128], [128, 64, 64], [128, 0, 160], [64, 32, 128],
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[128, 192, 192], [0, 0, 160], [192, 160, 128], [128, 192, 0],
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[128, 0, 96], [192, 32, 0], [128, 64, 128], [64, 128, 96],
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[64, 160, 0], [0, 64, 0], [192, 128, 224], [64, 32, 0],
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[0, 192, 128], [64, 128, 224], [192, 160, 0], [0, 192, 0],
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[192, 128, 96], [192, 96, 128], [0, 64, 128], [64, 0, 96],
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[64, 224, 128], [128, 64, 0], [192, 0, 224], [64, 96, 128],
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[128, 192, 128], [64, 0, 224], [192, 224, 128], [128, 192, 64],
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[192, 0, 96], [192, 96, 0], [128, 64, 192], [0, 128, 96],
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[0, 224, 0], [64, 64, 64], [128, 128, 224], [0, 96, 0],
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[64, 192, 192], [0, 128, 224], [128, 224, 0], [64, 192, 64],
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[128, 128, 96], [128, 32, 128], [64, 0, 192], [0, 64, 96],
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[0, 160, 128], [192, 0, 64], [128, 64, 224], [0, 32, 128],
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[192, 128, 192], [0, 64, 224], [128, 160, 128], [192, 128, 0],
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[128, 64, 32], [128, 32, 64], [192, 0, 128], [64, 192, 32],
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[0, 160, 64], [64, 0, 0], [192, 192, 160], [0, 32, 64],
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[64, 128, 128], [64, 192, 160], [128, 160, 64], [64, 128, 0],
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[192, 192, 32], [128, 96, 192], [64, 0, 128], [64, 64, 32],
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[0, 224, 192], [192, 0, 0], [192, 64, 160], [0, 96, 192],
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[192, 128, 128], [64, 64, 160], [128, 224, 192], [192, 128, 64],
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[192, 64, 32], [128, 96, 64], [192, 0, 192], [0, 192, 32],
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[64, 224, 64], [64, 0, 64], [128, 192, 160], [64, 96, 64],
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[64, 128, 192], [0, 192, 160], [192, 224, 64], [64, 128, 64],
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[128, 192, 32], [192, 32, 192], [64, 64, 192], [0, 64, 32],
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[64, 160, 192], [192, 64, 64], [128, 64, 160], [64, 32, 192],
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[192, 192, 192], [0, 64, 160], [192, 160, 192], [192, 192, 0],
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[128, 64, 96], [192, 32, 64], [192, 64, 128], [64, 192, 96],
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[64, 160, 64], [64, 64, 0]]
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def loveda_palette():
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"""LoveDA palette for external use."""
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return [[255, 255, 255], [255, 0, 0], [255, 255, 0], [0, 0, 255],
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[159, 129, 183], [0, 255, 0], [255, 195, 128]]
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def potsdam_palette():
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"""Potsdam palette for external use."""
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return [[255, 255, 255], [0, 0, 255], [0, 255, 255], [0, 255, 0],
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[255, 255, 0], [255, 0, 0]]
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def vaihingen_palette():
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"""Vaihingen palette for external use."""
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return [[255, 255, 255], [0, 0, 255], [0, 255, 255], [0, 255, 0],
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[255, 255, 0], [255, 0, 0]]
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def isaid_palette():
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"""iSAID palette for external use."""
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return [[0, 0, 0], [0, 0, 63], [0, 63, 63], [0, 63, 0], [0, 63, 127],
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[0, 63, 191], [0, 63, 255], [0, 127, 63], [0, 127,
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127], [0, 0, 127],
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[0, 0, 191], [0, 0, 255], [0, 191, 127], [0, 127, 191],
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[0, 127, 255], [0, 100, 155]]
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def stare_palette():
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"""STARE palette for external use."""
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return [[120, 120, 120], [6, 230, 230]]
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def occludedface_palette():
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"""occludedface palette for external use."""
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return [[0, 0, 0], [128, 0, 0]]
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dataset_aliases = {
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'cityscapes': ['cityscapes'],
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'ade': ['ade', 'ade20k'],
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'voc': ['voc', 'pascal_voc', 'voc12', 'voc12aug'],
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'loveda': ['loveda'],
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'potsdam': ['potsdam'],
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'vaihingen': ['vaihingen'],
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'cocostuff': [
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'cocostuff', 'cocostuff10k', 'cocostuff164k', 'coco-stuff',
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'coco-stuff10k', 'coco-stuff164k', 'coco_stuff', 'coco_stuff10k',
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'coco_stuff164k'
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],
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'isaid': ['isaid', 'iSAID'],
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'stare': ['stare', 'STARE'],
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'occludedface': ['occludedface']
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}
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def get_classes(dataset):
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"""Get class names of a dataset."""
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alias2name = {}
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for name, aliases in dataset_aliases.items():
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for alias in aliases:
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alias2name[alias] = name
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if mmcv.is_str(dataset):
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if dataset in alias2name:
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labels = eval(alias2name[dataset] + '_classes()')
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else:
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raise ValueError(f'Unrecognized dataset: {dataset}')
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else:
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raise TypeError(f'dataset must a str, but got {type(dataset)}')
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return labels
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def get_palette(dataset):
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"""Get class palette (RGB) of a dataset."""
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alias2name = {}
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for name, aliases in dataset_aliases.items():
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for alias in aliases:
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alias2name[alias] = name
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if mmcv.is_str(dataset):
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if dataset in alias2name:
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labels = eval(alias2name[dataset] + '_palette()')
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else:
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raise ValueError(f'Unrecognized dataset: {dataset}')
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else:
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raise TypeError(f'dataset must a str, but got {type(dataset)}')
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return labels
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