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Maxwell D. Collins

20 papers hereh-index 213.2k citations33 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author19

Across the 20 of 20 papers where every author was matched, so the position is known.

fields
  • cs.CV14
  • cs.LG5
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20122026
most citedSearching for Efficient Multi-Scale Architectures for Dense Image Prediction

348 citations · 861 across the 19 of their papers we have counts for

collaborators
Showing 2019Show all

4 papers · 1 filter

cs.CV2019★ 42 cited

Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation

Bowen Cheng, Maxwell D. Collins, Yukun Zhu +4

In this work, we introduce Panoptic-DeepLab, a simple, strong, and fast system for panoptic segmentation, aiming to establish a solid baseline for bottom-up methods that can achiev…

cs.CV2019★ 10 cited

SegSort: Segmentation by Discriminative Sorting of Segments

Jyh-Jing Hwang, Stella X. Yu, Jianbo Shi +4

Almost all existing deep learning approaches for semantic segmentation tackle this task as a pixel-wise classification problem. Yet humans understand a scene not in terms of pixels…

cs.CV2019★ 2 cited

Panoptic-DeepLab

Bowen Cheng, Maxwell D. Collins, Yukun Zhu +4

We present Panoptic-DeepLab, a bottom-up and single-shot approach for panoptic segmentation. Our Panoptic-DeepLab is conceptually simple and delivers state-of-the-art results. In p…

cs.CV2019★ 163 cited

DeeperLab: Single-Shot Image Parser

Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu +6

We present a single-shot, bottom-up approach for whole image parsing. Whole image parsing, also known as Panoptic Segmentation, generalizes the tasks of semantic segmentation for '…

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