output
20132026
most citedMitosis domain generalization in histopathology images -- The MIDOG challenge

162 citations

Showing 2021Show all

5 papers · 1 filter

cs.AR2021★ 7 cited

FLOWER: A comprehensive dataflow compiler for high-level synthesis

Puya Amiri, Arsène Pérard-Gayot, Richard Membarth +3

FPGAs have found their way into data centers as accelerator cards, making reconfigurable computing more accessible for high-performance applications. At the same time, new high-lev…

eess.IV2021★ 6 cited

Domain Adversarial RetinaNet as a Reference Algorithm for the MItosis DOmain Generalization Challenge

Frauke Wilm, Christian Marzahl, Katharina Breininger +1

Assessing the Mitotic Count has a known high degree of intra- and inter-rater variability. Computer-aided systems have proven to decrease this variability and reduce labeling time.…

cs.CV2021

Traffic Scenario Clustering by Iterative Optimisation of Self-Supervised Networks Using a Random Forest Activation Pattern Similarity

Lakshman Balasubramanian, Jonas Wurst, Michael Botsch +1

Traffic scenario categorisation is an essential component of automated driving, for e.\,g., in motion planning algorithms and their validation. Finding new relevant scenarios witho…

cs.CV2021★ 13 cited

Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder

Jonas Wurst, Lakshman Balasubramanian, Michael Botsch +1

Detecting unknown and untested scenarios is crucial for scenario-based testing. Scenario-based testing is considered to be a possible approach to validate autonomous vehicles. A tr…

cs.CV2021★ 12 cited

How Many Annotators Do We Need? -- A Study on the Influence of Inter-Observer Variability on the Reliability of Automatic Mitotic Figure Assessment

Frauke Wilm, Christof A. Bertram, Christian Marzahl +23

Density of mitotic figures in histologic sections is a prognostically relevant characteristic for many tumours. Due to high inter-pathologist variability, deep learning-based algor…