Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Fully convolutional networks (FCNs) have been proven very successful for semantic segmentation, but the FCN outputs are unaware of object instances. ,  develop FCNs that are capable of proposing instance-level segment candidates. In contrast to the previous FCN that generates one score map, our FCN is designed to compute a small set of instance-sensitive score maps, each of which is the outcome of a pixel-wise classifier of a relative position to instances. On top of these instance-sensitive score maps, a simple assembling module is able to output instance candidate at each position. In contrast to the recent DeepMask method for segmenting instances, our method does not have any high-dimensional layer related to the mask resolution, but instead exploits image local coherence for estimating instances.  present competitive results of instance segment proposal on both PASCAL VOC and MS COCO.
['Jifeng Dai', 'Kaiming He', 'Yi Li', 'Shaoqing Ren', 'Jian Sun']
I am writing a research paper on a idea Instance-sensitive Fully Convolutional Networks
[{"from": "human", "value": "I am writing a research paper on a idea Instance-sensitive Fully Convolutional Networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Fully convolutional networks (FCNs) have been proven very successful for semantic segmentation, but the FCN outputs are unaware of object instances. ,  develop FCNs that are capable of proposing instance-level segment candidates. In contrast to the previous FCN that generates one score map, our FCN is designed to compute a small set of instance-sensitive score maps, each of which is the outcome of a pixel-wise classifier of a relative position to instances. On top of these instance-sensitive score maps, a simple assembling module is able to output instance candidate at each position. In contrast to the recent DeepMask method for segmenting instances, our method does not have any high-dimensional layer related to the mask resolution, but instead exploits image local coherence for estimating instances.  present competitive results of instance segment proposal on both PASCAL VOC and MS COCO."}]