RC-SAM:Refine the Contour of complex objects with SAM and Boundary Guidance

Pipeline

Environment

Python 3.8

CUDA 11.7

PyTorch 1.13.1

TorchVision 0.14.1

Train

python -m torch.distributed.launch --nproc_per_node=<num_gpus> train.py --checkpoint --model-type <model_type> --output

Evaluation

python -m torch.distributed.launch --nproc_per_node=<num_gpus> train.py --checkpoint --model-type <model_type> --output --eval --restore-model You can get the weight file here

Visualization

Visual comparison with nine state-of-the-art COD methods. EC-SAM demonstrates superior accuracy in delineating the boundaries of camouflaged objects.

Results on DIS，COIFT and ThinObject

Results on CODs