The planet Earth has been desecrated by humans because of trashing. Artificial intelligence has to play an important role in sorting out this problem with computer vision. Recent advancements in computer vision and deep learning algorithms will provide a better way to Waste object segmentation is required to find and separate the waste objects from the image data that was acquired. The evaluation of a State of Art model is done with trash object detection and segmentation. Sample Taco dataset images are analyzed and got better results. Trash Image data taken from the mobile phone with portrait mode acts as a salient image data and shows excellent results in semantic binary segmentation