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scene_segmentation

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TensorFlow
segformer
generated_from_keras_callback
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xet
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Colin commited on
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9738669
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1 Parent(s): ecb49ec

Training in progress epoch 0

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  1. README.md +78 -80
README.md CHANGED
@@ -18,54 +18,54 @@ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvi
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  It achieves the following results on the evaluation set:
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  - Train Loss: nan
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  - Validation Loss: nan
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- - Validation Mean Iou: 0.0034
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- - Validation Mean Accuracy: 0.0286
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- - Validation Overall Accuracy: 0.1202
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  - Validation Accuracy Wall: 1.0
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  - Validation Accuracy Building: 0.0
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- - Validation Accuracy Sky: nan
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  - Validation Accuracy Floor: 0.0
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  - Validation Accuracy Tree: 0.0
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  - Validation Accuracy Ceiling: 0.0
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  - Validation Accuracy Road: 0.0
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- - Validation Accuracy Bed : nan
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  - Validation Accuracy Windowpane: nan
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  - Validation Accuracy Grass: 0.0
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  - Validation Accuracy Cabinet: 0.0
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- - Validation Accuracy Sidewalk: 0.0
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- - Validation Accuracy Person: nan
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  - Validation Accuracy Earth: 0.0
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- - Validation Accuracy Door: 0.0
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  - Validation Accuracy Table: 0.0
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- - Validation Accuracy Mountain: 0.0
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- - Validation Accuracy Plant: nan
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- - Validation Accuracy Curtain: nan
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  - Validation Accuracy Chair: nan
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- - Validation Accuracy Car: 0.0
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  - Validation Accuracy Water: nan
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- - Validation Accuracy Painting: 0.0
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- - Validation Accuracy Sofa: 0.0
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- - Validation Accuracy Shelf: 0.0
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  - Validation Accuracy House: nan
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  - Validation Accuracy Sea: nan
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- - Validation Accuracy Mirror: nan
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- - Validation Accuracy Rug: 0.0
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  - Validation Accuracy Field: nan
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  - Validation Accuracy Armchair: 0.0
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  - Validation Accuracy Seat: nan
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  - Validation Accuracy Fence: nan
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- - Validation Accuracy Desk: nan
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  - Validation Accuracy Rock: nan
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  - Validation Accuracy Wardrobe: 0.0
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  - Validation Accuracy Lamp: nan
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- - Validation Accuracy Bathtub: nan
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  - Validation Accuracy Railing: nan
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  - Validation Accuracy Cushion: nan
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- - Validation Accuracy Base: 0.0
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- - Validation Accuracy Box: 0.0
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- - Validation Accuracy Column: 0.0
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  - Validation Accuracy Signboard: 0.0
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- - Validation Accuracy Chest of drawers: nan
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  - Validation Accuracy Counter: nan
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  - Validation Accuracy Sand: nan
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  - Validation Accuracy Sink: nan
@@ -74,7 +74,7 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Refrigerator: nan
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  - Validation Accuracy Grandstand: nan
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  - Validation Accuracy Path: nan
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- - Validation Accuracy Stairs: 0.0
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  - Validation Accuracy Runway: nan
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  - Validation Accuracy Case: nan
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  - Validation Accuracy Pool table: nan
@@ -82,7 +82,7 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Screen door: nan
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  - Validation Accuracy Stairway: nan
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  - Validation Accuracy River: nan
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- - Validation Accuracy Bridge: 0.0
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  - Validation Accuracy Bookcase: nan
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  - Validation Accuracy Blind: nan
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  - Validation Accuracy Coffee table: nan
@@ -94,22 +94,22 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Countertop: nan
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  - Validation Accuracy Stove: nan
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  - Validation Accuracy Palm: nan
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- - Validation Accuracy Kitchen island: nan
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  - Validation Accuracy Computer: nan
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  - Validation Accuracy Swivel chair: nan
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  - Validation Accuracy Boat: nan
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  - Validation Accuracy Bar: nan
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  - Validation Accuracy Arcade machine: nan
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- - Validation Accuracy Hovel: nan
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  - Validation Accuracy Bus: nan
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- - Validation Accuracy Towel: nan
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  - Validation Accuracy Light: nan
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  - Validation Accuracy Truck: 0.0
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  - Validation Accuracy Tower: nan
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- - Validation Accuracy Chandelier: nan
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- - Validation Accuracy Awning: 0.0
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  - Validation Accuracy Streetlight: nan
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- - Validation Accuracy Booth: nan
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  - Validation Accuracy Television receiver: nan
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  - Validation Accuracy Airplane: nan
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  - Validation Accuracy Dirt track: nan
@@ -136,7 +136,7 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Basket: nan
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  - Validation Accuracy Waterfall: nan
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  - Validation Accuracy Tent: nan
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- - Validation Accuracy Bag: 0.0
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  - Validation Accuracy Minibike: nan
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  - Validation Accuracy Cradle: nan
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  - Validation Accuracy Oven: nan
@@ -147,7 +147,7 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Trade name: nan
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  - Validation Accuracy Microwave: nan
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  - Validation Accuracy Pot: nan
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- - Validation Accuracy Animal: nan
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  - Validation Accuracy Bicycle: nan
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  - Validation Accuracy Lake: nan
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  - Validation Accuracy Dishwasher: nan
@@ -157,65 +157,65 @@ It achieves the following results on the evaluation set:
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  - Validation Accuracy Hood: nan
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  - Validation Accuracy Sconce: nan
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  - Validation Accuracy Vase: nan
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- - Validation Accuracy Traffic light: 0.0
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  - Validation Accuracy Tray: nan
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- - Validation Accuracy Ashcan: 0.0
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  - Validation Accuracy Fan: nan
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  - Validation Accuracy Pier: nan
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  - Validation Accuracy Crt screen: nan
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  - Validation Accuracy Plate: nan
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- - Validation Accuracy Monitor: 0.0
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- - Validation Accuracy Bulletin board: nan
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  - Validation Accuracy Shower: nan
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  - Validation Accuracy Radiator: nan
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  - Validation Accuracy Glass: nan
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- - Validation Accuracy Clock: 0.0
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- - Validation Accuracy Flag: 0.0
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- - Validation Iou Wall: 0.1202
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  - Validation Iou Building: 0.0
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- - Validation Iou Sky: nan
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  - Validation Iou Floor: 0.0
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  - Validation Iou Tree: 0.0
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  - Validation Iou Ceiling: 0.0
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  - Validation Iou Road: 0.0
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- - Validation Iou Bed : nan
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  - Validation Iou Windowpane: nan
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  - Validation Iou Grass: 0.0
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  - Validation Iou Cabinet: 0.0
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- - Validation Iou Sidewalk: 0.0
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- - Validation Iou Person: nan
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  - Validation Iou Earth: 0.0
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- - Validation Iou Door: 0.0
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  - Validation Iou Table: 0.0
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- - Validation Iou Mountain: 0.0
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- - Validation Iou Plant: nan
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- - Validation Iou Curtain: nan
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  - Validation Iou Chair: nan
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- - Validation Iou Car: 0.0
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  - Validation Iou Water: nan
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- - Validation Iou Painting: 0.0
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- - Validation Iou Sofa: 0.0
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- - Validation Iou Shelf: 0.0
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  - Validation Iou House: nan
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  - Validation Iou Sea: nan
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- - Validation Iou Mirror: nan
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- - Validation Iou Rug: 0.0
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  - Validation Iou Field: nan
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  - Validation Iou Armchair: 0.0
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  - Validation Iou Seat: nan
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  - Validation Iou Fence: nan
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- - Validation Iou Desk: nan
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  - Validation Iou Rock: nan
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  - Validation Iou Wardrobe: 0.0
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  - Validation Iou Lamp: nan
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- - Validation Iou Bathtub: nan
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  - Validation Iou Railing: nan
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  - Validation Iou Cushion: nan
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- - Validation Iou Base: 0.0
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- - Validation Iou Box: 0.0
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- - Validation Iou Column: 0.0
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  - Validation Iou Signboard: 0.0
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- - Validation Iou Chest of drawers: nan
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  - Validation Iou Counter: nan
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  - Validation Iou Sand: nan
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  - Validation Iou Sink: nan
@@ -224,7 +224,7 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Refrigerator: nan
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  - Validation Iou Grandstand: nan
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  - Validation Iou Path: nan
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- - Validation Iou Stairs: 0.0
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  - Validation Iou Runway: nan
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  - Validation Iou Case: nan
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  - Validation Iou Pool table: nan
@@ -232,7 +232,7 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Screen door: nan
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  - Validation Iou Stairway: nan
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  - Validation Iou River: nan
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- - Validation Iou Bridge: 0.0
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  - Validation Iou Bookcase: nan
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  - Validation Iou Blind: nan
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  - Validation Iou Coffee table: nan
@@ -244,22 +244,22 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Countertop: nan
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  - Validation Iou Stove: nan
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  - Validation Iou Palm: nan
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- - Validation Iou Kitchen island: nan
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  - Validation Iou Computer: nan
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  - Validation Iou Swivel chair: nan
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  - Validation Iou Boat: nan
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  - Validation Iou Bar: nan
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  - Validation Iou Arcade machine: nan
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- - Validation Iou Hovel: nan
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  - Validation Iou Bus: nan
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- - Validation Iou Towel: nan
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  - Validation Iou Light: nan
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  - Validation Iou Truck: 0.0
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  - Validation Iou Tower: nan
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- - Validation Iou Chandelier: nan
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- - Validation Iou Awning: 0.0
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  - Validation Iou Streetlight: nan
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- - Validation Iou Booth: nan
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  - Validation Iou Television receiver: nan
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  - Validation Iou Airplane: nan
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  - Validation Iou Dirt track: nan
@@ -286,7 +286,7 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Basket: nan
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  - Validation Iou Waterfall: nan
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  - Validation Iou Tent: nan
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- - Validation Iou Bag: 0.0
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  - Validation Iou Minibike: nan
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  - Validation Iou Cradle: nan
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  - Validation Iou Oven: nan
@@ -297,7 +297,7 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Trade name: nan
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  - Validation Iou Microwave: nan
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  - Validation Iou Pot: nan
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- - Validation Iou Animal: nan
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  - Validation Iou Bicycle: nan
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  - Validation Iou Lake: nan
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  - Validation Iou Dishwasher: nan
@@ -307,21 +307,21 @@ It achieves the following results on the evaluation set:
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  - Validation Iou Hood: nan
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  - Validation Iou Sconce: nan
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  - Validation Iou Vase: nan
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- - Validation Iou Traffic light: 0.0
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  - Validation Iou Tray: nan
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- - Validation Iou Ashcan: 0.0
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  - Validation Iou Fan: nan
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  - Validation Iou Pier: nan
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  - Validation Iou Crt screen: nan
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  - Validation Iou Plate: nan
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- - Validation Iou Monitor: 0.0
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- - Validation Iou Bulletin board: nan
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  - Validation Iou Shower: nan
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  - Validation Iou Radiator: nan
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  - Validation Iou Glass: nan
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- - Validation Iou Clock: 0.0
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- - Validation Iou Flag: 0.0
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- - Epoch: 2
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  ## Model description
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@@ -347,9 +347,7 @@ The following hyperparameters were used during training:
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  | Train Loss | Validation Loss | Validation Mean Iou | Validation Mean Accuracy | Validation Overall Accuracy | Validation Accuracy Wall | Validation Accuracy Building | Validation Accuracy Sky | Validation Accuracy Floor | Validation Accuracy Tree | Validation Accuracy Ceiling | Validation Accuracy Road | Validation Accuracy Bed | Validation Accuracy Windowpane | Validation Accuracy Grass | Validation Accuracy Cabinet | Validation Accuracy Sidewalk | Validation Accuracy Person | Validation Accuracy Earth | Validation Accuracy Door | Validation Accuracy Table | Validation Accuracy Mountain | Validation Accuracy Plant | Validation Accuracy Curtain | Validation Accuracy Chair | Validation Accuracy Car | Validation Accuracy Water | Validation Accuracy Painting | Validation Accuracy Sofa | Validation Accuracy Shelf | Validation Accuracy House | Validation Accuracy Sea | Validation Accuracy Mirror | Validation Accuracy Rug | Validation Accuracy Field | Validation Accuracy Armchair | Validation Accuracy Seat | Validation Accuracy Fence | Validation Accuracy Desk | Validation Accuracy Rock | Validation Accuracy Wardrobe | Validation Accuracy Lamp | Validation Accuracy Bathtub | Validation Accuracy Railing | Validation Accuracy Cushion | Validation Accuracy Base | Validation Accuracy Box | Validation Accuracy Column | Validation Accuracy Signboard | Validation Accuracy Chest of drawers | Validation Accuracy Counter | Validation Accuracy Sand | Validation Accuracy Sink | Validation Accuracy Skyscraper | Validation Accuracy Fireplace | Validation Accuracy Refrigerator | Validation Accuracy Grandstand | Validation Accuracy Path | Validation Accuracy Stairs | Validation Accuracy Runway | Validation Accuracy Case | Validation Accuracy Pool table | Validation Accuracy Pillow | Validation Accuracy Screen door | Validation Accuracy Stairway | Validation Accuracy River | Validation Accuracy Bridge | Validation Accuracy Bookcase | Validation Accuracy Blind | Validation Accuracy Coffee table | Validation Accuracy Toilet | Validation Accuracy Flower | Validation Accuracy Book | Validation Accuracy Hill | Validation Accuracy Bench | Validation Accuracy Countertop | Validation Accuracy Stove | Validation Accuracy Palm | Validation Accuracy Kitchen island | Validation Accuracy Computer | Validation Accuracy Swivel chair | Validation Accuracy Boat | Validation Accuracy Bar | Validation Accuracy Arcade machine | Validation Accuracy Hovel | Validation Accuracy Bus | Validation Accuracy Towel | Validation Accuracy Light | Validation Accuracy Truck | Validation Accuracy Tower | Validation Accuracy Chandelier | Validation Accuracy Awning | Validation Accuracy Streetlight | Validation Accuracy Booth | Validation Accuracy Television receiver | Validation Accuracy Airplane | Validation Accuracy Dirt track | Validation Accuracy Apparel | Validation Accuracy Pole | Validation Accuracy Land | Validation Accuracy Bannister | Validation Accuracy Escalator | Validation Accuracy Ottoman | Validation Accuracy Bottle | Validation Accuracy Buffet | Validation Accuracy Poster | Validation Accuracy Stage | Validation Accuracy Van | Validation Accuracy Ship | Validation Accuracy Fountain | Validation Accuracy Conveyer belt | Validation Accuracy Canopy | Validation Accuracy Washer | Validation Accuracy Plaything | Validation Accuracy Swimming pool | Validation Accuracy Stool | Validation Accuracy Barrel | Validation Accuracy Basket | Validation Accuracy Waterfall | Validation Accuracy Tent | Validation Accuracy Bag | Validation Accuracy Minibike | Validation Accuracy Cradle | Validation Accuracy Oven | Validation Accuracy Ball | Validation Accuracy Food | Validation Accuracy Step | Validation Accuracy Tank | Validation Accuracy Trade name | Validation Accuracy Microwave | Validation Accuracy Pot | Validation Accuracy Animal | Validation Accuracy Bicycle | Validation Accuracy Lake | Validation Accuracy Dishwasher | Validation Accuracy Screen | Validation Accuracy Blanket | Validation Accuracy Sculpture | Validation Accuracy Hood | Validation Accuracy Sconce | Validation Accuracy Vase | Validation Accuracy Traffic light | Validation Accuracy Tray | Validation Accuracy Ashcan | Validation Accuracy Fan | Validation Accuracy Pier | Validation Accuracy Crt screen | Validation Accuracy Plate | Validation Accuracy Monitor | Validation Accuracy Bulletin board | Validation Accuracy Shower | Validation Accuracy Radiator | Validation Accuracy Glass | Validation Accuracy Clock | Validation Accuracy Flag | Validation Iou Wall | Validation Iou Building | Validation Iou Sky | Validation Iou Floor | Validation Iou Tree | Validation Iou Ceiling | Validation Iou Road | Validation Iou Bed | Validation Iou Windowpane | Validation Iou Grass | Validation Iou Cabinet | Validation Iou Sidewalk | Validation Iou Person | Validation Iou Earth | Validation Iou Door | Validation Iou Table | Validation Iou Mountain | Validation Iou Plant | Validation Iou Curtain | Validation Iou Chair | Validation Iou Car | Validation Iou Water | Validation Iou Painting | Validation Iou Sofa | Validation Iou Shelf | Validation Iou House | Validation Iou Sea | Validation Iou Mirror | Validation Iou Rug | Validation Iou Field | Validation Iou Armchair | Validation Iou Seat | Validation Iou Fence | Validation Iou Desk | Validation Iou Rock | Validation Iou Wardrobe | Validation Iou Lamp | Validation Iou Bathtub | Validation Iou Railing | Validation Iou Cushion | Validation Iou Base | Validation Iou Box | Validation Iou Column | Validation Iou Signboard | Validation Iou Chest of drawers | Validation Iou Counter | Validation Iou Sand | Validation Iou Sink | Validation Iou Skyscraper | Validation Iou Fireplace | Validation Iou Refrigerator | Validation Iou Grandstand | Validation Iou Path | Validation Iou Stairs | Validation Iou Runway | Validation Iou Case | Validation Iou Pool table | Validation Iou Pillow | Validation Iou Screen door | Validation Iou Stairway | Validation Iou River | Validation Iou Bridge | Validation Iou Bookcase | Validation Iou Blind | Validation Iou Coffee table | Validation Iou Toilet | Validation Iou Flower | Validation Iou Book | Validation Iou Hill | Validation Iou Bench | Validation Iou Countertop | Validation Iou Stove | Validation Iou Palm | Validation Iou Kitchen island | Validation Iou Computer | Validation Iou Swivel chair | Validation Iou Boat | Validation Iou Bar | Validation Iou Arcade machine | Validation Iou Hovel | Validation Iou Bus | Validation Iou Towel | Validation Iou Light | Validation Iou Truck | Validation Iou Tower | Validation Iou Chandelier | Validation Iou Awning | Validation Iou Streetlight | Validation Iou Booth | Validation Iou Television receiver | Validation Iou Airplane | Validation Iou Dirt track | Validation Iou Apparel | Validation Iou Pole | Validation Iou Land | Validation Iou Bannister | Validation Iou Escalator | Validation Iou Ottoman | Validation Iou Bottle | Validation Iou Buffet | Validation Iou Poster | Validation Iou Stage | Validation Iou Van | Validation Iou Ship | Validation Iou Fountain | Validation Iou Conveyer belt | Validation Iou Canopy | Validation Iou Washer | Validation Iou Plaything | Validation Iou Swimming pool | Validation Iou Stool | Validation Iou Barrel | Validation Iou Basket | Validation Iou Waterfall | Validation Iou Tent | Validation Iou Bag | Validation Iou Minibike | Validation Iou Cradle | Validation Iou Oven | Validation Iou Ball | Validation Iou Food | Validation Iou Step | Validation Iou Tank | Validation Iou Trade name | Validation Iou Microwave | Validation Iou Pot | Validation Iou Animal | Validation Iou Bicycle | Validation Iou Lake | Validation Iou Dishwasher | Validation Iou Screen | Validation Iou Blanket | Validation Iou Sculpture | Validation Iou Hood | Validation Iou Sconce | Validation Iou Vase | Validation Iou Traffic light | Validation Iou Tray | Validation Iou Ashcan | Validation Iou Fan | Validation Iou Pier | Validation Iou Crt screen | Validation Iou Plate | Validation Iou Monitor | Validation Iou Bulletin board | Validation Iou Shower | Validation Iou Radiator | Validation Iou Glass | Validation Iou Clock | Validation Iou Flag | Epoch |
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- | nan | nan | 0.0034 | 0.0286 | 0.1202 | 1.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.1202 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0 |
351
- | nan | nan | 0.0034 | 0.0286 | 0.1202 | 1.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.1202 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 1 |
352
- | nan | nan | 0.0034 | 0.0286 | 0.1202 | 1.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.1202 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | 0.0 | 0.0 | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | 0.0 | 0.0 | 2 |
353
 
354
 
355
  ### Framework versions
 
18
  It achieves the following results on the evaluation set:
19
  - Train Loss: nan
20
  - Validation Loss: nan
21
+ - Validation Mean Iou: 0.0036
22
+ - Validation Mean Accuracy: 0.0323
23
+ - Validation Overall Accuracy: 0.1112
24
  - Validation Accuracy Wall: 1.0
25
  - Validation Accuracy Building: 0.0
26
+ - Validation Accuracy Sky: 0.0
27
  - Validation Accuracy Floor: 0.0
28
  - Validation Accuracy Tree: 0.0
29
  - Validation Accuracy Ceiling: 0.0
30
  - Validation Accuracy Road: 0.0
31
+ - Validation Accuracy Bed : 0.0
32
  - Validation Accuracy Windowpane: nan
33
  - Validation Accuracy Grass: 0.0
34
  - Validation Accuracy Cabinet: 0.0
35
+ - Validation Accuracy Sidewalk: nan
36
+ - Validation Accuracy Person: 0.0
37
  - Validation Accuracy Earth: 0.0
38
+ - Validation Accuracy Door: nan
39
  - Validation Accuracy Table: 0.0
40
+ - Validation Accuracy Mountain: nan
41
+ - Validation Accuracy Plant: 0.0
42
+ - Validation Accuracy Curtain: 0.0
43
  - Validation Accuracy Chair: nan
44
+ - Validation Accuracy Car: nan
45
  - Validation Accuracy Water: nan
46
+ - Validation Accuracy Painting: nan
47
+ - Validation Accuracy Sofa: nan
48
+ - Validation Accuracy Shelf: nan
49
  - Validation Accuracy House: nan
50
  - Validation Accuracy Sea: nan
51
+ - Validation Accuracy Mirror: 0.0
52
+ - Validation Accuracy Rug: nan
53
  - Validation Accuracy Field: nan
54
  - Validation Accuracy Armchair: 0.0
55
  - Validation Accuracy Seat: nan
56
  - Validation Accuracy Fence: nan
57
+ - Validation Accuracy Desk: 0.0
58
  - Validation Accuracy Rock: nan
59
  - Validation Accuracy Wardrobe: 0.0
60
  - Validation Accuracy Lamp: nan
61
+ - Validation Accuracy Bathtub: 0.0
62
  - Validation Accuracy Railing: nan
63
  - Validation Accuracy Cushion: nan
64
+ - Validation Accuracy Base: nan
65
+ - Validation Accuracy Box: nan
66
+ - Validation Accuracy Column: nan
67
  - Validation Accuracy Signboard: 0.0
68
+ - Validation Accuracy Chest of drawers: 0.0
69
  - Validation Accuracy Counter: nan
70
  - Validation Accuracy Sand: nan
71
  - Validation Accuracy Sink: nan
 
74
  - Validation Accuracy Refrigerator: nan
75
  - Validation Accuracy Grandstand: nan
76
  - Validation Accuracy Path: nan
77
+ - Validation Accuracy Stairs: nan
78
  - Validation Accuracy Runway: nan
79
  - Validation Accuracy Case: nan
80
  - Validation Accuracy Pool table: nan
 
82
  - Validation Accuracy Screen door: nan
83
  - Validation Accuracy Stairway: nan
84
  - Validation Accuracy River: nan
85
+ - Validation Accuracy Bridge: nan
86
  - Validation Accuracy Bookcase: nan
87
  - Validation Accuracy Blind: nan
88
  - Validation Accuracy Coffee table: nan
 
94
  - Validation Accuracy Countertop: nan
95
  - Validation Accuracy Stove: nan
96
  - Validation Accuracy Palm: nan
97
+ - Validation Accuracy Kitchen island: 0.0
98
  - Validation Accuracy Computer: nan
99
  - Validation Accuracy Swivel chair: nan
100
  - Validation Accuracy Boat: nan
101
  - Validation Accuracy Bar: nan
102
  - Validation Accuracy Arcade machine: nan
103
+ - Validation Accuracy Hovel: 0.0
104
  - Validation Accuracy Bus: nan
105
+ - Validation Accuracy Towel: 0.0
106
  - Validation Accuracy Light: nan
107
  - Validation Accuracy Truck: 0.0
108
  - Validation Accuracy Tower: nan
109
+ - Validation Accuracy Chandelier: 0.0
110
+ - Validation Accuracy Awning: nan
111
  - Validation Accuracy Streetlight: nan
112
+ - Validation Accuracy Booth: 0.0
113
  - Validation Accuracy Television receiver: nan
114
  - Validation Accuracy Airplane: nan
115
  - Validation Accuracy Dirt track: nan
 
136
  - Validation Accuracy Basket: nan
137
  - Validation Accuracy Waterfall: nan
138
  - Validation Accuracy Tent: nan
139
+ - Validation Accuracy Bag: nan
140
  - Validation Accuracy Minibike: nan
141
  - Validation Accuracy Cradle: nan
142
  - Validation Accuracy Oven: nan
 
147
  - Validation Accuracy Trade name: nan
148
  - Validation Accuracy Microwave: nan
149
  - Validation Accuracy Pot: nan
150
+ - Validation Accuracy Animal: 0.0
151
  - Validation Accuracy Bicycle: nan
152
  - Validation Accuracy Lake: nan
153
  - Validation Accuracy Dishwasher: nan
 
157
  - Validation Accuracy Hood: nan
158
  - Validation Accuracy Sconce: nan
159
  - Validation Accuracy Vase: nan
160
+ - Validation Accuracy Traffic light: nan
161
  - Validation Accuracy Tray: nan
162
+ - Validation Accuracy Ashcan: nan
163
  - Validation Accuracy Fan: nan
164
  - Validation Accuracy Pier: nan
165
  - Validation Accuracy Crt screen: nan
166
  - Validation Accuracy Plate: nan
167
+ - Validation Accuracy Monitor: nan
168
+ - Validation Accuracy Bulletin board: 0.0
169
  - Validation Accuracy Shower: nan
170
  - Validation Accuracy Radiator: nan
171
  - Validation Accuracy Glass: nan
172
+ - Validation Accuracy Clock: nan
173
+ - Validation Accuracy Flag: nan
174
+ - Validation Iou Wall: 0.1112
175
  - Validation Iou Building: 0.0
176
+ - Validation Iou Sky: 0.0
177
  - Validation Iou Floor: 0.0
178
  - Validation Iou Tree: 0.0
179
  - Validation Iou Ceiling: 0.0
180
  - Validation Iou Road: 0.0
181
+ - Validation Iou Bed : 0.0
182
  - Validation Iou Windowpane: nan
183
  - Validation Iou Grass: 0.0
184
  - Validation Iou Cabinet: 0.0
185
+ - Validation Iou Sidewalk: nan
186
+ - Validation Iou Person: 0.0
187
  - Validation Iou Earth: 0.0
188
+ - Validation Iou Door: nan
189
  - Validation Iou Table: 0.0
190
+ - Validation Iou Mountain: nan
191
+ - Validation Iou Plant: 0.0
192
+ - Validation Iou Curtain: 0.0
193
  - Validation Iou Chair: nan
194
+ - Validation Iou Car: nan
195
  - Validation Iou Water: nan
196
+ - Validation Iou Painting: nan
197
+ - Validation Iou Sofa: nan
198
+ - Validation Iou Shelf: nan
199
  - Validation Iou House: nan
200
  - Validation Iou Sea: nan
201
+ - Validation Iou Mirror: 0.0
202
+ - Validation Iou Rug: nan
203
  - Validation Iou Field: nan
204
  - Validation Iou Armchair: 0.0
205
  - Validation Iou Seat: nan
206
  - Validation Iou Fence: nan
207
+ - Validation Iou Desk: 0.0
208
  - Validation Iou Rock: nan
209
  - Validation Iou Wardrobe: 0.0
210
  - Validation Iou Lamp: nan
211
+ - Validation Iou Bathtub: 0.0
212
  - Validation Iou Railing: nan
213
  - Validation Iou Cushion: nan
214
+ - Validation Iou Base: nan
215
+ - Validation Iou Box: nan
216
+ - Validation Iou Column: nan
217
  - Validation Iou Signboard: 0.0
218
+ - Validation Iou Chest of drawers: 0.0
219
  - Validation Iou Counter: nan
220
  - Validation Iou Sand: nan
221
  - Validation Iou Sink: nan
 
224
  - Validation Iou Refrigerator: nan
225
  - Validation Iou Grandstand: nan
226
  - Validation Iou Path: nan
227
+ - Validation Iou Stairs: nan
228
  - Validation Iou Runway: nan
229
  - Validation Iou Case: nan
230
  - Validation Iou Pool table: nan
 
232
  - Validation Iou Screen door: nan
233
  - Validation Iou Stairway: nan
234
  - Validation Iou River: nan
235
+ - Validation Iou Bridge: nan
236
  - Validation Iou Bookcase: nan
237
  - Validation Iou Blind: nan
238
  - Validation Iou Coffee table: nan
 
244
  - Validation Iou Countertop: nan
245
  - Validation Iou Stove: nan
246
  - Validation Iou Palm: nan
247
+ - Validation Iou Kitchen island: 0.0
248
  - Validation Iou Computer: nan
249
  - Validation Iou Swivel chair: nan
250
  - Validation Iou Boat: nan
251
  - Validation Iou Bar: nan
252
  - Validation Iou Arcade machine: nan
253
+ - Validation Iou Hovel: 0.0
254
  - Validation Iou Bus: nan
255
+ - Validation Iou Towel: 0.0
256
  - Validation Iou Light: nan
257
  - Validation Iou Truck: 0.0
258
  - Validation Iou Tower: nan
259
+ - Validation Iou Chandelier: 0.0
260
+ - Validation Iou Awning: nan
261
  - Validation Iou Streetlight: nan
262
+ - Validation Iou Booth: 0.0
263
  - Validation Iou Television receiver: nan
264
  - Validation Iou Airplane: nan
265
  - Validation Iou Dirt track: nan
 
286
  - Validation Iou Basket: nan
287
  - Validation Iou Waterfall: nan
288
  - Validation Iou Tent: nan
289
+ - Validation Iou Bag: nan
290
  - Validation Iou Minibike: nan
291
  - Validation Iou Cradle: nan
292
  - Validation Iou Oven: nan
 
297
  - Validation Iou Trade name: nan
298
  - Validation Iou Microwave: nan
299
  - Validation Iou Pot: nan
300
+ - Validation Iou Animal: 0.0
301
  - Validation Iou Bicycle: nan
302
  - Validation Iou Lake: nan
303
  - Validation Iou Dishwasher: nan
 
307
  - Validation Iou Hood: nan
308
  - Validation Iou Sconce: nan
309
  - Validation Iou Vase: nan
310
+ - Validation Iou Traffic light: nan
311
  - Validation Iou Tray: nan
312
+ - Validation Iou Ashcan: nan
313
  - Validation Iou Fan: nan
314
  - Validation Iou Pier: nan
315
  - Validation Iou Crt screen: nan
316
  - Validation Iou Plate: nan
317
+ - Validation Iou Monitor: nan
318
+ - Validation Iou Bulletin board: 0.0
319
  - Validation Iou Shower: nan
320
  - Validation Iou Radiator: nan
321
  - Validation Iou Glass: nan
322
+ - Validation Iou Clock: nan
323
+ - Validation Iou Flag: nan
324
+ - Epoch: 0
325
 
326
  ## Model description
327
 
 
347
 
348
  | Train Loss | Validation Loss | Validation Mean Iou | Validation Mean Accuracy | Validation Overall Accuracy | Validation Accuracy Wall | Validation Accuracy Building | Validation Accuracy Sky | Validation Accuracy Floor | Validation Accuracy Tree | Validation Accuracy Ceiling | Validation Accuracy Road | Validation Accuracy Bed | Validation Accuracy Windowpane | Validation Accuracy Grass | Validation Accuracy Cabinet | Validation Accuracy Sidewalk | Validation Accuracy Person | Validation Accuracy Earth | Validation Accuracy Door | Validation Accuracy Table | Validation Accuracy Mountain | Validation Accuracy Plant | Validation Accuracy Curtain | Validation Accuracy Chair | Validation Accuracy Car | Validation Accuracy Water | Validation Accuracy Painting | Validation Accuracy Sofa | Validation Accuracy Shelf | Validation Accuracy House | Validation Accuracy Sea | Validation Accuracy Mirror | Validation Accuracy Rug | Validation Accuracy Field | Validation Accuracy Armchair | Validation Accuracy Seat | Validation Accuracy Fence | Validation Accuracy Desk | Validation Accuracy Rock | Validation Accuracy Wardrobe | Validation Accuracy Lamp | Validation Accuracy Bathtub | Validation Accuracy Railing | Validation Accuracy Cushion | Validation Accuracy Base | Validation Accuracy Box | Validation Accuracy Column | Validation Accuracy Signboard | Validation Accuracy Chest of drawers | Validation Accuracy Counter | Validation Accuracy Sand | Validation Accuracy Sink | Validation Accuracy Skyscraper | Validation Accuracy Fireplace | Validation Accuracy Refrigerator | Validation Accuracy Grandstand | Validation Accuracy Path | Validation Accuracy Stairs | Validation Accuracy Runway | Validation Accuracy Case | Validation Accuracy Pool table | Validation Accuracy Pillow | Validation Accuracy Screen door | Validation Accuracy Stairway | Validation Accuracy River | Validation Accuracy Bridge | Validation Accuracy Bookcase | Validation Accuracy Blind | Validation Accuracy Coffee table | Validation Accuracy Toilet | Validation Accuracy Flower | Validation Accuracy Book | Validation Accuracy Hill | Validation Accuracy Bench | Validation Accuracy Countertop | Validation Accuracy Stove | Validation Accuracy Palm | Validation Accuracy Kitchen island | Validation Accuracy Computer | Validation Accuracy Swivel chair | Validation Accuracy Boat | Validation Accuracy Bar | Validation Accuracy Arcade machine | Validation Accuracy Hovel | Validation Accuracy Bus | Validation Accuracy Towel | Validation Accuracy Light | Validation Accuracy Truck | Validation Accuracy Tower | Validation Accuracy Chandelier | Validation Accuracy Awning | Validation Accuracy Streetlight | Validation Accuracy Booth | Validation Accuracy Television receiver | Validation Accuracy Airplane | Validation Accuracy Dirt track | Validation Accuracy Apparel | Validation Accuracy Pole | Validation Accuracy Land | Validation Accuracy Bannister | Validation Accuracy Escalator | Validation Accuracy Ottoman | Validation Accuracy Bottle | Validation Accuracy Buffet | Validation Accuracy Poster | Validation Accuracy Stage | Validation Accuracy Van | Validation Accuracy Ship | Validation Accuracy Fountain | Validation Accuracy Conveyer belt | Validation Accuracy Canopy | Validation Accuracy Washer | Validation Accuracy Plaything | Validation Accuracy Swimming pool | Validation Accuracy Stool | Validation Accuracy Barrel | Validation Accuracy Basket | Validation Accuracy Waterfall | Validation Accuracy Tent | Validation Accuracy Bag | Validation Accuracy Minibike | Validation Accuracy Cradle | Validation Accuracy Oven | Validation Accuracy Ball | Validation Accuracy Food | Validation Accuracy Step | Validation Accuracy Tank | Validation Accuracy Trade name | Validation Accuracy Microwave | Validation Accuracy Pot | Validation Accuracy Animal | Validation Accuracy Bicycle | Validation Accuracy Lake | Validation Accuracy Dishwasher | Validation Accuracy Screen | Validation Accuracy Blanket | Validation Accuracy Sculpture | Validation Accuracy Hood | Validation Accuracy Sconce | Validation Accuracy Vase | Validation Accuracy Traffic light | Validation Accuracy Tray | Validation Accuracy Ashcan | Validation Accuracy Fan | Validation Accuracy Pier | Validation Accuracy Crt screen | Validation Accuracy Plate | Validation Accuracy Monitor | Validation Accuracy Bulletin board | Validation Accuracy Shower | Validation Accuracy Radiator | Validation Accuracy Glass | Validation Accuracy Clock | Validation Accuracy Flag | Validation Iou Wall | Validation Iou Building | Validation Iou Sky | Validation Iou Floor | Validation Iou Tree | Validation Iou Ceiling | Validation Iou Road | Validation Iou Bed | Validation Iou Windowpane | Validation Iou Grass | Validation Iou Cabinet | Validation Iou Sidewalk | Validation Iou Person | Validation Iou Earth | Validation Iou Door | Validation Iou Table | Validation Iou Mountain | Validation Iou Plant | Validation Iou Curtain | Validation Iou Chair | Validation Iou Car | Validation Iou Water | Validation Iou Painting | Validation Iou Sofa | Validation Iou Shelf | Validation Iou House | Validation Iou Sea | Validation Iou Mirror | Validation Iou Rug | Validation Iou Field | Validation Iou Armchair | Validation Iou Seat | Validation Iou Fence | Validation Iou Desk | Validation Iou Rock | Validation Iou Wardrobe | Validation Iou Lamp | Validation Iou Bathtub | Validation Iou Railing | Validation Iou Cushion | Validation Iou Base | Validation Iou Box | Validation Iou Column | Validation Iou Signboard | Validation Iou Chest of drawers | Validation Iou Counter | Validation Iou Sand | Validation Iou Sink | Validation Iou Skyscraper | Validation Iou Fireplace | Validation Iou Refrigerator | Validation Iou Grandstand | Validation Iou Path | Validation Iou Stairs | Validation Iou Runway | Validation Iou Case | Validation Iou Pool table | Validation Iou Pillow | Validation Iou Screen door | Validation Iou Stairway | Validation Iou River | Validation Iou Bridge | Validation Iou Bookcase | Validation Iou Blind | Validation Iou Coffee table | Validation Iou Toilet | Validation Iou Flower | Validation Iou Book | Validation Iou Hill | Validation Iou Bench | Validation Iou Countertop | Validation Iou Stove | Validation Iou Palm | Validation Iou Kitchen island | Validation Iou Computer | Validation Iou Swivel chair | Validation Iou Boat | Validation Iou Bar | Validation Iou Arcade machine | Validation Iou Hovel | Validation Iou Bus | Validation Iou Towel | Validation Iou Light | Validation Iou Truck | Validation Iou Tower | Validation Iou Chandelier | Validation Iou Awning | Validation Iou Streetlight | Validation Iou Booth | Validation Iou Television receiver | Validation Iou Airplane | Validation Iou Dirt track | Validation Iou Apparel | Validation Iou Pole | Validation Iou Land | Validation Iou Bannister | Validation Iou Escalator | Validation Iou Ottoman | Validation Iou Bottle | Validation Iou Buffet | Validation Iou Poster | Validation Iou Stage | Validation Iou Van | Validation Iou Ship | Validation Iou Fountain | Validation Iou Conveyer belt | Validation Iou Canopy | Validation Iou Washer | Validation Iou Plaything | Validation Iou Swimming pool | Validation Iou Stool | Validation Iou Barrel | Validation Iou Basket | Validation Iou Waterfall | Validation Iou Tent | Validation Iou Bag | Validation Iou Minibike | Validation Iou Cradle | Validation Iou Oven | Validation Iou Ball | Validation Iou Food | Validation Iou Step | Validation Iou Tank | Validation Iou Trade name | Validation Iou Microwave | Validation Iou Pot | Validation Iou Animal | Validation Iou Bicycle | Validation Iou Lake | Validation Iou Dishwasher | Validation Iou Screen | Validation Iou Blanket | Validation Iou Sculpture | Validation Iou Hood | Validation Iou Sconce | Validation Iou Vase | Validation Iou Traffic light | Validation Iou Tray | Validation Iou Ashcan | Validation Iou Fan | Validation Iou Pier | Validation Iou Crt screen | Validation Iou Plate | Validation Iou Monitor | Validation Iou Bulletin board | Validation Iou Shower | Validation Iou Radiator | Validation Iou Glass | Validation Iou Clock | Validation Iou Flag | Epoch |
349
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350
+ | nan | nan | 0.0036 | 0.0323 | 0.1112 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | nan | 0.0 | 0.0 | nan | 0.0 | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0.1112 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | nan | 0.0 | 0.0 | nan | 0.0 | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | 0.0 | nan | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | 0.0 | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.0 | nan | nan | nan | nan | nan | 0 |
 
 
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  ### Framework versions