Segformer B3 Finetuned UAVid

🚀 segformer-b3-finetuned-UAVid

This is a fine - tuned model based on nvidia/segformer-b3-finetuned-ade-512-512, designed for image segmentation tasks.

🚀 Quick Start

This model is a fine - tuned version of nvidia/segformer-b3-finetuned-ade-512-512 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.2115
• Mean Iou: 0.6365
• Mean Accuracy: 0.7005
• Overall Accuracy: 0.9263
• Accuracy Wall: nan
• Accuracy Building: 0.9535
• Accuracy Sky: nan
• Accuracy Floor: nan
• Accuracy Tree: 0.9415
• Accuracy Ceiling: nan
• Accuracy Road: 0.8948
• Accuracy Bed : nan
• Accuracy Windowpane: nan
• Accuracy Grass: nan
• Accuracy Cabinet: nan
• Accuracy Sidewalk: nan
• Accuracy Person: 0.0038
• Accuracy Earth: nan
• Accuracy Door: nan
• Accuracy Table: nan
• Accuracy Mountain: nan
• Accuracy Plant: nan
• Accuracy Curtain: nan
• Accuracy Chair: nan
• Accuracy Car: 0.7086
• Accuracy Water: nan
• Accuracy Painting: nan
• Accuracy Sofa: nan
• Accuracy Shelf: nan
• Accuracy House: nan
• Accuracy Sea: nan
• Accuracy Mirror: nan
• Accuracy Rug: nan
• Accuracy Field: nan
• Accuracy Armchair: nan
• Accuracy Seat: nan
• Accuracy Fence: nan
• Accuracy Desk: nan
• Accuracy Rock: nan
• Accuracy Wardrobe: nan
• Accuracy Lamp: nan
• Accuracy Bathtub: nan
• Accuracy Railing: nan
• Accuracy Cushion: nan
• Accuracy Base: nan
• Accuracy Box: nan
• Accuracy Column: nan
• Accuracy Signboard: nan
• Accuracy Chest of drawers: nan
• Accuracy Counter: nan
• Accuracy Sand: nan
• Accuracy Sink: nan
• Accuracy Skyscraper: nan
• Accuracy Fireplace: nan
• Accuracy Refrigerator: nan
• Accuracy Grandstand: nan
• Accuracy Path: nan
• Accuracy Stairs: nan
• Accuracy Runway: nan
• Accuracy Case: nan
• Accuracy Pool table: nan
• Accuracy Pillow: nan
• Accuracy Screen door: nan
• Accuracy Stairway: nan
• Accuracy River: nan
• Accuracy Bridge: nan
• Accuracy Bookcase: nan
• Accuracy Blind: nan
• Accuracy Coffee table: nan
• Accuracy Toilet: nan
• Accuracy Flower: nan
• Accuracy Book: nan
• Accuracy Hill: nan
• Accuracy Bench: nan
• Accuracy Countertop: nan
• Accuracy Stove: nan
• Accuracy Palm: nan
• Accuracy Kitchen island: nan
• Accuracy Computer: nan
• Accuracy Swivel chair: nan
• Accuracy Boat: nan
• Accuracy Bar: nan
• Accuracy Arcade machine: nan
• Accuracy Hovel: nan
• Accuracy Bus: nan
• Accuracy Towel: nan
• Accuracy Light: nan
• Accuracy Truck: nan
• Accuracy Tower: nan
• Accuracy Chandelier: nan
• Accuracy Awning: nan
• Accuracy Streetlight: nan
• Accuracy Booth: nan
• Accuracy Television receiver: nan
• Accuracy Airplane: nan
• Accuracy Dirt track: nan
• Accuracy Apparel: nan
• Accuracy Pole: nan
• Accuracy Land: nan
• Accuracy Bannister: nan
• Accuracy Escalator: nan
• Accuracy Ottoman: nan
• Accuracy Bottle: nan
• Accuracy Buffet: nan
• Accuracy Poster: nan
• Accuracy Stage: nan
• Accuracy Van: nan
• Accuracy Ship: nan
• Accuracy Fountain: nan
• Accuracy Conveyer belt: nan
• Accuracy Canopy: nan
• Accuracy Washer: nan
• Accuracy Plaything: nan
• Accuracy Swimming pool: nan
• Accuracy Stool: nan
• Accuracy Barrel: nan
• Accuracy Basket: nan
• Accuracy Waterfall: nan
• Accuracy Tent: nan
• Accuracy Bag: nan
• Accuracy Minibike: nan
• Accuracy Cradle: nan
• Accuracy Oven: nan
• Accuracy Ball: nan
• Accuracy Food: nan
• Accuracy Step: nan
• Accuracy Tank: nan
• Accuracy Trade name: nan
• Accuracy Microwave: nan
• Accuracy Pot: nan
• Accuracy Animal: nan
• Accuracy Bicycle: nan
• Accuracy Lake: nan
• Accuracy Dishwasher: nan
• Accuracy Screen: nan
• Accuracy Blanket: nan
• Accuracy Sculpture: nan
• Accuracy Hood: nan
• Accuracy Sconce: nan
• Accuracy Vase: nan
• Accuracy Traffic light: nan
• Accuracy Tray: nan
• Accuracy Ashcan: nan
• Accuracy Fan: nan
• Accuracy Pier: nan
• Accuracy Crt screen: nan
• Accuracy Plate: nan
• Accuracy Monitor: nan
• Accuracy Bulletin board: nan
• Accuracy Shower: nan
• Accuracy Radiator: nan
• Accuracy Glass: nan
• Accuracy Clock: nan
• Accuracy Flag: nan
• Iou Wall: nan
• Iou Building: 0.9105
• Iou Sky: nan
• Iou Floor: nan
• Iou Tree: 0.8818
• Iou Ceiling: nan
• Iou Road: 0.8152
• Iou Bed : nan
• Iou Windowpane: nan
• Iou Grass: nan
• Iou Cabinet: nan
• Iou Sidewalk: nan
• Iou Person: 0.0038
• Iou Earth: nan
• Iou Door: nan
• Iou Table: nan
• Iou Mountain: nan
• Iou Plant: nan
• Iou Curtain: nan
• Iou Chair: nan
• Iou Car: 0.5711
• Iou Water: nan
• Iou Painting: nan
• Iou Sofa: nan
• Iou Shelf: nan
• Iou House: nan
• Iou Sea: nan
• Iou Mirror: nan
• Iou Rug: nan
• Iou Field: nan
• Iou Armchair: nan
• Iou Seat: nan
• Iou Fence: nan
• Iou Desk: nan
• Iou Rock: nan
• Iou Wardrobe: nan
• Iou Lamp: nan
• Iou Bathtub: nan
• Iou Railing: nan
• Iou Cushion: nan
• Iou Base: nan
• Iou Box: nan
• Iou Column: nan
• Iou Signboard: nan
• Iou Chest of drawers: nan
• Iou Counter: nan
• Iou Sand: nan
• Iou Sink: nan
• Iou Skyscraper: nan
• Iou Fireplace: nan
• Iou Refrigerator: nan
• Iou Grandstand: nan
• Iou Path: nan
• Iou Stairs: nan
• Iou Runway: nan
• Iou Case: nan
• Iou Pool table: nan
• Iou Pillow: nan
• Iou Screen door: nan
• Iou Stairway: nan
• Iou River: nan
• Iou Bridge: nan
• Iou Bookcase: nan
• Iou Blind: nan
• Iou Coffee table: nan
• Iou Toilet: nan
• Iou Flower: nan
• Iou Book: nan
• Iou Hill: nan
• Iou Bench: nan
• Iou Countertop: nan
• Iou Stove: nan
• Iou Palm: nan
• Iou Kitchen island: nan
• Iou Computer: nan
• Iou Swivel chair: nan
• Iou Boat: nan
• Iou Bar: nan
• Iou Arcade machine: nan
• Iou Hovel: nan
• Iou Bus: nan
• Iou Towel: nan
• Iou Light: nan
• Iou Truck: nan
• Iou Tower: nan
• Iou Chandelier: nan
• Iou Awning: nan
• Iou Streetlight: nan
• Iou Booth: nan
• Iou Television receiver: nan
• Iou Airplane: nan
• Iou Dirt track: nan
• Iou Apparel: nan
• Iou Pole: nan
• Iou Land: nan
• Iou Bannister: nan
• Iou Escalator: nan
• Iou Ottoman: nan
• Iou Bottle: nan
• Iou Buffet: nan
• Iou Poster: nan
• Iou Stage: nan
• Iou Van: nan
• Iou Ship: nan
• Iou Fountain: nan
• Iou Conveyer belt: nan
• Iou Canopy: nan
• Iou Washer: nan
• Iou Plaything: nan
• Iou Swimming pool: nan
• Iou Stool: nan
• Iou Barrel: nan
• Iou Basket: nan
• Iou Waterfall: nan
• Iou Tent: nan
• Iou Bag: nan
• Iou Minibike: nan
• Iou Cradle: nan
• Iou Oven: nan
• Iou Ball: nan
• Iou Food: nan
• Iou Step: nan
• Iou Tank: nan
• Iou Trade name: nan
• Iou Microwave: nan
• Iou Pot: nan
• Iou Animal: nan
• Iou Bicycle: nan
• Iou Lake: nan
• Iou Dishwasher: nan
• Iou Screen: nan
• Iou Blanket: nan
• Iou Sculpture: nan
• Iou Hood: nan
• Iou Sconce: nan
• Iou Vase: nan
• Iou Traffic light: nan
• Iou Tray: nan
• Iou Ashcan: nan
• Iou Fan: nan
• Iou Pier: nan
• Iou Crt screen: nan
• Iou Plate: nan
• Iou Monitor: nan
• Iou Bulletin board: nan
• Iou Shower: nan
• Iou Radiator: nan
• Iou Glass: nan
• Iou Clock: nan
• Iou Flag: nan

📚 Documentation

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

🔧 Technical Details

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 6e - 05
• train_batch_size: 2
• eval_batch_size: 2
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e - 08
• lr_scheduler_type: linear
• num_epochs: 15

Training results

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

📄 License

License: other