2 code implementations • 10 Nov 2022 • Jitesh Jain, Jiachen Li, MangTik Chiu, Ali Hassani, Nikita Orlov, Humphrey Shi
However, such panoptic architectures do not truly unify image segmentation because they need to be trained individually on the semantic, instance, or panoptic segmentation to achieve the best performance.
Ranked #1 on
Semantic Segmentation
on Mapillary val
1 code implementation • 5 Aug 2022 • Jitesh Jain, Yuqian Zhou, Ning Yu, Humphrey Shi
We claim that the performance of inpainting algorithms can be better judged by the generated structures and textures.
1 code implementation • arXiv 2021 • Jitesh Jain, Anukriti Singh, Nikita Orlov, Zilong Huang, Jiachen Li, Steven Walton, Humphrey Shi
To achieve this, we propose SeMask, a simple and effective framework that incorporates semantic information into the encoder with the help of a semantic attention operation.
Ranked #4 on
Semantic Segmentation
on Cityscapes val
1 code implementation • 19 Sep 2020 • Ayush Mangal, Jitesh Jain, Keerat Kaur Guliani, Omkar Bhalerao
While previous approaches used the past as an indicator of the future, we instead explicitly model the future frequency and recency in a multi-task fashion with prefetching, leveraging the abilities of deep networks to capture futuristic trends and use them for learning eviction and admission.