jt5d/scene_segmentation

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jt5d/scene_segmentation

This model is a fine-tuned version of nvidia/mit-b0 on an unknown dataset. It achieves the following results on the evaluation set:

• —Train Loss: 2.9798
• —Validation Loss: 3.7353
• —Validation Mean Iou: 0.0163
• —Validation Mean Accuracy: 0.0549
• —Validation Overall Accuracy: 0.1802
• —Validation Accuracy Wall: 0.1252
• —Validation Accuracy Building: 0.6436
• —Validation Accuracy Sky: 0.0
• —Validation Accuracy Floor: 0.4414
• —Validation Accuracy Tree: 0.6559
• —Validation Accuracy Ceiling: 0.0
• —Validation Accuracy Road: 0.0018
• —Validation Accuracy Bed : nan
• —Validation Accuracy Windowpane: nan
• —Validation Accuracy Grass: nan
• —Validation Accuracy Cabinet: 0.0
• —Validation Accuracy Sidewalk: 0.0
• —Validation Accuracy Person: nan
• —Validation Accuracy Earth: 0.0
• —Validation Accuracy Door: 0.0
• —Validation Accuracy Table: 0.0
• —Validation Accuracy Mountain: 0.0
• —Validation Accuracy Plant: 0.0
• —Validation Accuracy Curtain: 0.0
• —Validation Accuracy Chair: nan
• —Validation Accuracy Car: nan
• —Validation Accuracy Water: nan
• —Validation Accuracy Painting: nan
• —Validation Accuracy Sofa: 0.0
• —Validation Accuracy Shelf: nan
• —Validation Accuracy House: 0.0
• —Validation Accuracy Sea: 0.0
• —Validation Accuracy Mirror: nan
• —Validation Accuracy Rug: nan
• —Validation Accuracy Field: nan
• —Validation Accuracy Armchair: 0.0
• —Validation Accuracy Seat: 0.0
• —Validation Accuracy Fence: nan
• —Validation Accuracy Desk: nan
• —Validation Accuracy Rock: 0.0
• —Validation Accuracy Wardrobe: nan
• —Validation Accuracy Lamp: nan
• —Validation Accuracy Bathtub: 0.0
• —Validation Accuracy Railing: nan
• —Validation Accuracy Cushion: nan
• —Validation Accuracy Base: nan
• —Validation Accuracy Box: 0.0
• —Validation Accuracy Column: 0.0
• —Validation Accuracy Signboard: nan
• —Validation Accuracy Chest of drawers: nan
• —Validation Accuracy Counter: nan
• —Validation Accuracy Sand: nan
• —Validation Accuracy Sink: nan
• —Validation Accuracy Skyscraper: nan
• —Validation Accuracy Fireplace: nan
• —Validation Accuracy Refrigerator: nan
• —Validation Accuracy Grandstand: 0.0
• —Validation Accuracy Path: nan
• —Validation Accuracy Stairs: nan
• —Validation Accuracy Runway: 0.0
• —Validation Accuracy Case: 0.0
• —Validation Accuracy Pool table: nan
• —Validation Accuracy Pillow: nan
• —Validation Accuracy Screen door: nan
• —Validation Accuracy Stairway: nan
• —Validation Accuracy River: nan
• —Validation Accuracy Bridge: 0.0
• —Validation Accuracy Bookcase: nan
• —Validation Accuracy Blind: nan
• —Validation Accuracy Coffee table: nan
• —Validation Accuracy Toilet: nan
• —Validation Accuracy Flower: nan
• —Validation Accuracy Book: nan
• —Validation Accuracy Hill: nan
• —Validation Accuracy Bench: 0.0
• —Validation Accuracy Countertop: nan
• —Validation Accuracy Stove: nan
• —Validation Accuracy Palm: nan
• —Validation Accuracy Kitchen island: nan
• —Validation Accuracy Computer: nan
• —Validation Accuracy Swivel chair: nan
• —Validation Accuracy Boat: nan
• —Validation Accuracy Bar: nan
• —Validation Accuracy Arcade machine: nan
• —Validation Accuracy Hovel: nan
• —Validation Accuracy Bus: nan
• —Validation Accuracy Towel: nan
• —Validation Accuracy Light: nan
• —Validation Accuracy Truck: 0.0
• —Validation Accuracy Tower: nan
• —Validation Accuracy Chandelier: nan
• —Validation Accuracy Awning: nan
• —Validation Accuracy Streetlight: nan
• —Validation Accuracy Booth: nan
• —Validation Accuracy Television receiver: nan
• —Validation Accuracy Airplane: nan
• —Validation Accuracy Dirt track: 0.0
• —Validation Accuracy Apparel: nan
• —Validation Accuracy Pole: nan
• —Validation Accuracy Land: 0.0
• —Validation Accuracy Bannister: nan
• —Validation Accuracy Escalator: nan
• —Validation Accuracy Ottoman: nan
• —Validation Accuracy Bottle: nan
• —Validation Accuracy Buffet: nan
• —Validation Accuracy Poster: nan
• —Validation Accuracy Stage: nan
• —Validation Accuracy Van: nan
• —Validation Accuracy Ship: 0.0
• —Validation Accuracy Fountain: nan
• —Validation Accuracy Conveyer belt: nan
• —Validation Accuracy Canopy: nan
• —Validation Accuracy Washer: nan
• —Validation Accuracy Plaything: nan
• —Validation Accuracy Swimming pool: nan
• —Validation Accuracy Stool: nan
• —Validation Accuracy Barrel: nan
• —Validation Accuracy Basket: nan
• —Validation Accuracy Waterfall: nan
• —Validation Accuracy Tent: nan
• —Validation Accuracy Bag: nan
• —Validation Accuracy Minibike: nan
• —Validation Accuracy Cradle: nan
• —Validation Accuracy Oven: nan
• —Validation Accuracy Ball: nan
• —Validation Accuracy Food: nan
• —Validation Accuracy Step: nan
• —Validation Accuracy Tank: nan
• —Validation Accuracy Trade name: nan
• —Validation Accuracy Microwave: nan
• —Validation Accuracy Pot: nan
• —Validation Accuracy Animal: nan
• —Validation Accuracy Bicycle: nan
• —Validation Accuracy Lake: 0.0
• —Validation Accuracy Dishwasher: nan
• —Validation Accuracy Screen: nan
• —Validation Accuracy Blanket: nan
• —Validation Accuracy Sculpture: nan
• —Validation Accuracy Hood: nan
• —Validation Accuracy Sconce: nan
• —Validation Accuracy Vase: nan
• —Validation Accuracy Traffic light: nan
• —Validation Accuracy Tray: nan
• —Validation Accuracy Ashcan: nan
• —Validation Accuracy Fan: nan
• —Validation Accuracy Pier: nan
• —Validation Accuracy Crt screen: nan
• —Validation Accuracy Plate: nan
• —Validation Accuracy Monitor: nan
• —Validation Accuracy Bulletin board: nan
• —Validation Accuracy Shower: nan
• —Validation Accuracy Radiator: nan
• —Validation Accuracy Glass: nan
• —Validation Accuracy Clock: nan
• —Validation Accuracy Flag: nan
• —Validation Iou Wall: 0.0867
• —Validation Iou Building: 0.1453
• —Validation Iou Sky: 0.0
• —Validation Iou Floor: 0.2246
• —Validation Iou Tree: 0.1126
• —Validation Iou Ceiling: 0.0
• —Validation Iou Road: 0.0018
• —Validation Iou Bed : 0.0
• —Validation Iou Windowpane: nan
• —Validation Iou Grass: nan
• —Validation Iou Cabinet: 0.0
• —Validation Iou Sidewalk: 0.0
• —Validation Iou Person: nan
• —Validation Iou Earth: 0.0
• —Validation Iou Door: 0.0
• —Validation Iou Table: 0.0
• —Validation Iou Mountain: 0.0
• —Validation Iou Plant: 0.0
• —Validation Iou Curtain: 0.0
• —Validation Iou Chair: nan
• —Validation Iou Car: nan
• —Validation Iou Water: nan
• —Validation Iou Painting: nan
• —Validation Iou Sofa: 0.0
• —Validation Iou Shelf: nan
• —Validation Iou House: 0.0
• —Validation Iou Sea: 0.0
• —Validation Iou Mirror: nan
• —Validation Iou Rug: nan
• —Validation Iou Field: nan
• —Validation Iou Armchair: 0.0
• —Validation Iou Seat: 0.0
• —Validation Iou Fence: nan
• —Validation Iou Desk: nan
• —Validation Iou Rock: 0.0
• —Validation Iou Wardrobe: nan
• —Validation Iou Lamp: nan
• —Validation Iou Bathtub: 0.0
• —Validation Iou Railing: nan
• —Validation Iou Cushion: nan
• —Validation Iou Base: nan
• —Validation Iou Box: 0.0
• —Validation Iou Column: 0.0
• —Validation Iou Signboard: nan
• —Validation Iou Chest of drawers: nan
• —Validation Iou Counter: nan
• —Validation Iou Sand: nan
• —Validation Iou Sink: nan
• —Validation Iou Skyscraper: nan
• —Validation Iou Fireplace: nan
• —Validation Iou Refrigerator: nan
• —Validation Iou Grandstand: 0.0
• —Validation Iou Path: nan
• —Validation Iou Stairs: nan
• —Validation Iou Runway: 0.0
• —Validation Iou Case: 0.0
• —Validation Iou Pool table: nan
• —Validation Iou Pillow: nan
• —Validation Iou Screen door: nan
• —Validation Iou Stairway: nan
• —Validation Iou River: nan
• —Validation Iou Bridge: 0.0
• —Validation Iou Bookcase: nan
• —Validation Iou Blind: nan
• —Validation Iou Coffee table: nan
• —Validation Iou Toilet: nan
• —Validation Iou Flower: nan
• —Validation Iou Book: nan
• —Validation Iou Hill: nan
• —Validation Iou Bench: 0.0
• —Validation Iou Countertop: nan
• —Validation Iou Stove: nan
• —Validation Iou Palm: nan
• —Validation Iou Kitchen island: nan
• —Validation Iou Computer: nan
• —Validation Iou Swivel chair: nan
• —Validation Iou Boat: nan
• —Validation Iou Bar: nan
• —Validation Iou Arcade machine: nan
• —Validation Iou Hovel: nan
• —Validation Iou Bus: nan
• —Validation Iou Towel: nan
• —Validation Iou Light: nan
• —Validation Iou Truck: 0.0
• —Validation Iou Tower: nan
• —Validation Iou Chandelier: nan
• —Validation Iou Awning: nan
• —Validation Iou Streetlight: nan
• —Validation Iou Booth: nan
• —Validation Iou Television receiver: nan
• —Validation Iou Airplane: nan
• —Validation Iou Dirt track: 0.0
• —Validation Iou Apparel: nan
• —Validation Iou Pole: nan
• —Validation Iou Land: 0.0
• —Validation Iou Bannister: nan
• —Validation Iou Escalator: nan
• —Validation Iou Ottoman: nan
• —Validation Iou Bottle: nan
• —Validation Iou Buffet: nan
• —Validation Iou Poster: nan
• —Validation Iou Stage: nan
• —Validation Iou Van: nan
• —Validation Iou Ship: 0.0
• —Validation Iou Fountain: nan
• —Validation Iou Conveyer belt: nan
• —Validation Iou Canopy: nan
• —Validation Iou Washer: nan
• —Validation Iou Plaything: nan
• —Validation Iou Swimming pool: nan
• —Validation Iou Stool: nan
• —Validation Iou Barrel: nan
• —Validation Iou Basket: nan
• —Validation Iou Waterfall: nan
• —Validation Iou Tent: nan
• —Validation Iou Bag: nan
• —Validation Iou Minibike: nan
• —Validation Iou Cradle: nan
• —Validation Iou Oven: nan
• —Validation Iou Ball: nan
• —Validation Iou Food: nan
• —Validation Iou Step: nan
• —Validation Iou Tank: nan
• —Validation Iou Trade name: nan
• —Validation Iou Microwave: nan
• —Validation Iou Pot: nan
• —Validation Iou Animal: nan
• —Validation Iou Bicycle: nan
• —Validation Iou Lake: 0.0
• —Validation Iou Dishwasher: nan
• —Validation Iou Screen: nan
• —Validation Iou Blanket: nan
• —Validation Iou Sculpture: nan
• —Validation Iou Hood: nan
• —Validation Iou Sconce: nan
• —Validation Iou Vase: nan
• —Validation Iou Traffic light: nan
• —Validation Iou Tray: nan
• —Validation Iou Ashcan: nan
• —Validation Iou Fan: nan
• —Validation Iou Pier: nan
• —Validation Iou Crt screen: nan
• —Validation Iou Plate: nan
• —Validation Iou Monitor: nan
• —Validation Iou Bulletin board: nan
• —Validation Iou Shower: nan
• —Validation Iou Radiator: nan
• —Validation Iou Glass: nan
• —Validation Iou Clock: nan
• —Validation Iou Flag: nan
• —Epoch: 49

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• —optimizer: {'name': 'AdamWeightDecay', 'learningrate': {'module': 'keras.optimizers.schedules', 'classname': 'PolynomialDecay', 'config': {'initiallearningrate': 6e-05, 'decaysteps': 2000, 'endlearningrate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registeredname': None}, 'decay': 0.0, 'beta1': 0.9, 'beta2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weightdecayrate': 0.01}
• —training_precision: float32

Training results