Evaluation results averaged over each category in the Benchmark

Below are evaluation results each of the 19 object categories in the Benchmark. For every object category, each of the four bar charts shows a different evaluation metric computed for all seven algorithms and averaged across the entire data set. Added to each chart is a bar representing the human-generated segmentations evaluated with respect to one other (labeled "Human," on the left) and two bars representing trivial segmentation algorithms ("None" = all faces in one segment, and "Every"= every face in a separate segment). In all cases, lower bars represent better results.

Category 1: Human

figures/S4-ByModel-Human.png
Rand Index
figures/S5-ByModel-Human.png
Cut Discrepancy
figures/S2-ByModel-Human.png
Hamming Distance
figures/S1-ByModel-Human.png
Consistency Error

Category 2: Cup

figures/S4-ByModel-Cup.png
Rand Index
figures/S5-ByModel-Cup.png
Cut Discrepancy
figures/S2-ByModel-Cup.png
Hamming Distance
figures/S1-ByModel-Cup.png
Consistency Error

Category 3: Glasses

figures/S4-ByModel-Glasses.png
Rand Index
figures/S5-ByModel-Glasses.png
Cut Discrepancy
figures/S2-ByModel-Glasses.png
Hamming Distance
figures/S1-ByModel-Glasses.png
Consistency Error

Category 4: Airplane

figures/S4-ByModel-Airplane.png
Rand Index
figures/S5-ByModel-Airplane.png
Cut Discrepancy
figures/S2-ByModel-Airplane.png
Hamming Distance
figures/S1-ByModel-Airplane.png
Consistency Error

Category 5: Ant

figures/S4-ByModel-Ant.png
Rand Index
figures/S5-ByModel-Ant.png
Cut Discrepancy
figures/S2-ByModel-Ant.png
Hamming Distance
figures/S1-ByModel-Ant.png
Consistency Error

Category 6: Chair

figures/S4-ByModel-Chair.png
Rand Index
figures/S5-ByModel-Chair.png
Cut Discrepancy
figures/S2-ByModel-Chair.png
Hamming Distance
figures/S1-ByModel-Chair.png
Consistency Error

Category 7: Octopus

figures/S4-ByModel-Octopus.png
Rand Index
figures/S5-ByModel-Octopus.png
Cut Discrepancy
figures/S2-ByModel-Octopus.png
Hamming Distance
figures/S1-ByModel-Octopus.png
Consistency Error

Category 8: Table

figures/S4-ByModel-Table.png
Rand Index
figures/S5-ByModel-Table.png
Cut Discrepancy
figures/S2-ByModel-Table.png
Hamming Distance
figures/S1-ByModel-Table.png
Consistency Error

Category 9: Teddy

figures/S4-ByModel-Teddy.png
Rand Index
figures/S5-ByModel-Teddy.png
Cut Discrepancy
figures/S2-ByModel-Teddy.png
Hamming Distance
figures/S1-ByModel-Teddy.png
Consistency Error

Category 10: Hand

figures/S4-ByModel-Hand.png
Rand Index
figures/S5-ByModel-Hand.png
Cut Discrepancy
figures/S2-ByModel-Hand.png
Hamming Distance
figures/S1-ByModel-Hand.png
Consistency Error

Category 11: Plier

figures/S4-ByModel-Plier.png
Rand Index
figures/S5-ByModel-Plier.png
Cut Discrepancy
figures/S2-ByModel-Plier.png
Hamming Distance
figures/S1-ByModel-Plier.png
Consistency Error

Category 12: Fish

figures/S4-ByModel-Fish.png
Rand Index
figures/S5-ByModel-Fish.png
Cut Discrepancy
figures/S2-ByModel-Fish.png
Hamming Distance
figures/S1-ByModel-Fish.png
Consistency Error

Category 13: Bird

figures/S4-ByModel-Bird.png
Rand Index
figures/S5-ByModel-Bird.png
Cut Discrepancy
figures/S2-ByModel-Bird.png
Hamming Distance
figures/S1-ByModel-Bird.png
Consistency Error

Category 15: Armadillo

figures/S4-ByModel-Armadillo.png
Rand Index
figures/S5-ByModel-Armadillo.png
Cut Discrepancy
figures/S2-ByModel-Armadillo.png
Hamming Distance
figures/S1-ByModel-Armadillo.png
Consistency Error

Category 16: Bust

figures/S4-ByModel-Bust.png
Rand Index
figures/S5-ByModel-Bust.png
Cut Discrepancy
figures/S2-ByModel-Bust.png
Hamming Distance
figures/S1-ByModel-Bust.png
Consistency Error

Category 17: Mech

figures/S4-ByModel-Mech.png
Rand Index
figures/S5-ByModel-Mech.png
Cut Discrepancy
figures/S2-ByModel-Mech.png
Hamming Distance
figures/S1-ByModel-Mech.png
Consistency Error

Category 18: Bearing

figures/S4-ByModel-Bearing.png
Rand Index
figures/S5-ByModel-Bearing.png
Cut Discrepancy
figures/S2-ByModel-Bearing.png
Hamming Distance
figures/S1-ByModel-Bearing.png
Consistency Error

Category 19: Vase

figures/S4-ByModel-Vase.png
Rand Index
figures/S5-ByModel-Vase.png
Cut Discrepancy
figures/S2-ByModel-Vase.png
Hamming Distance
figures/S1-ByModel-Vase.png
Consistency Error

Category 20: FourLeg

figures/S4-ByModel-FourLeg.png
Rand Index
figures/S5-ByModel-FourLeg.png
Cut Discrepancy
figures/S2-ByModel-FourLeg.png
Hamming Distance
figures/S1-ByModel-FourLeg.png
Consistency Error