Few-shot classification on Laser welding molten pool image dataset (test)
85.64AccuracySimPhysNet
Evaluation results
| Method | Links | |
|---|---|---|
| SimPhysNetShot=20, Number of ways=22026.06 | 85.64 | |
| CSSShot=20, Number of ways=22026.06 | 80.59 | |
| SimPhysNetShot=10, Number of ways=22026.06 | 80.1 | |
| ProtoNet+rot+jigShot=20, Number of ways=22026.06 | 79.09 | |
| ProtoNet+rotShot=20, Number of ways=22026.06 | 78.46 | |
| RelationNetShot=20, Number of ways=22026.06 | 78.3 | |
| ProtoNet+jigShot=20, Number of ways=22026.06 | 77.37 | |
| ProtoNetShot=20, Number of ways=22026.06 | 76.89 | |
| CSSShot=10, Number of ways=22026.06 | 76.49 | |
| ProtoNet+rot+jigShot=10, Number of ways=22026.06 | 76.43 | |
| ProtoNet+jigShot=10, Number of ways=22026.06 | 75.13 | |
| SimPhysNetShot=5, Number of ways=22026.06 | 75.07 | |
| ProtoTransferShot=20, Number of ways=22026.06 | 74.84 | |
| ProtoNet+rotShot=10, Number of ways=22026.06 | 73.81 | |
| ProtoNetShot=10, Number of ways=22026.06 | 73.5 | |
| MatchingNetShot=20, Number of ways=22026.06 | 72.96 | |
| ProtoTransferShot=10, Number of ways=22026.06 | 72.46 | |
| CSSShot=5, Number of ways=22026.06 | 72.08 | |
| RelationNetShot=10, Number of ways=22026.06 | 72 | |
| ProtoNet+rot+jigShot=5, Number of ways=22026.06 | 71.77 | |
| ProtoNetShot=5, Number of ways=22026.06 | 70.2 | |
| ProtoNet+jigShot=5, Number of ways=22026.06 | 70.04 | |
| RelationNetShot=5, Number of ways=22026.06 | 69.32 | |
| ProtoNet+rotShot=5, Number of ways=22026.06 | 68.35 | |
| ProtoTransferShot=5, Number of ways=22026.06 | 67.47 | |
| MatchingNetShot=10, Number of ways=22026.06 | 67.32 | |
| SimPhysNetShot=1, Number of ways=22026.06 | 65.3 | |
| CSSShot=1, Number of ways=22026.06 | 62.85 | |
| MatchingNetShot=5, Number of ways=22026.06 | 62.75 | |
| ProtoNet+rot+jigShot=1, Number of ways=22026.06 | 59.33 | |
| ProtoNet+rotShot=1, Number of ways=22026.06 | 57.78 | |
| RelationNetShot=1, Number of ways=22026.06 | 53.44 | |
| ProtoNet+jigShot=1, Number of ways=22026.06 | 44.24 | |
| ProtoNetShot=1, Number of ways=22026.06 | 42.42 | |
| ProtoTransferShot=1, Number of ways=22026.06 | 38.74 | |
| MatchingNetShot=1, Number of ways=22026.06 | 36.91 |