Table 1 Architectural overview of LightMask.

From: A lightweight transformer framework for open set anomaly segmentation in smart city applications

Model Component

Param #

Backbone: EfficientNet

4,007,548

Attention Modules

138,773

ProgressiveDecoder

127,827

AdaptiveInference

929

ObjectnessHead

10,465

Total Parameters: 4,285,580

Trainable Parameters: 4,285,580

Model Size (FP32): 16.35 MB