From 4c86592282787178a66561b7aaea69a0d72aba70 Mon Sep 17 00:00:00 2001 From: "Christopher L. Crutchfield" Date: Sat, 11 May 2024 10:38:50 -0700 Subject: [PATCH 1/2] Update publications.bib --- _bibliography/publications.bib | 30 +++++++++++++++++++++++++++++- 1 file changed, 29 insertions(+), 1 deletion(-) diff --git a/_bibliography/publications.bib b/_bibliography/publications.bib index a0f3492d..61d3efe8 100644 --- a/_bibliography/publications.bib +++ b/_bibliography/publications.bib @@ -1,3 +1,31 @@ +@MastersThesis{Crutchfield2023, + author = {Christopher L. Crutchfield}, + school = {University of California San Diego}, + title = {{S}pot, an {A}lgorithm for {L}ow-{R}esolution, {L}ow-{C}ontrast, {M}oving {O}bject-{T}racking with a {N}on-{S}tationary {C}amera}, + year = {2023}, + month = jun, + type = {mathesis}, + abstract = {The ability to track moving objects in a video stream is helpful for many applications, +from pedestrian and vehicle tracking in a city to animal tracking for ecology and conservation. +This write-up introduces Spot, an algorithm for moving object tracking in low-resolution, low- +contrast videos. This write-up will discuss two motivating examples to guide the development of +Spot-satellite-based surveillance of vehicles in cityscapes and animal tracking using drones for +ecological purposes. +Spot uses image processing techniques to generate a pipeline to track moving objects +frame-to-frame. It then leverages Bayesian Filtering techniques to use the frame-to-frame motion to track individual identity between consecutive frames. +Each stage of Spot’s pipeline–both image processing and the Bayesian Filtering portions +of the pipeline–introduces many parameters. To determine which parameters are ideal for a +particular dataset, a design space exploration tool, dubbed Sherlock, is used to choose the optimal +parameters. As part of this, we evaluate multiple possible objective functions and demonstrate +the importance of selecting an appropriate one. +Spot is competitive with other modern, moving object-tracking algorithms on cityscape +data, outperforming others in some of the metrics presented. For tracking animals from drone +footage, Spot demonstrated an ability to track wildlife at a similar rate to its performance in +some cityscape videos.}, + file = {:Crutchfield2023 - Spot, an Algorithm for Low Resolution, Low Contrast, Moving Object Tracking with a Non Stationary Camera.pdf:PDF}, + url = {https://escholarship.org/uc/item/14j7c3qc}, +} + @Article{bresnehan_cyronak_brewin_etal_csr_2022, author = {Philip Bresnahan and Tyler Cyronak and Robert J.W. Brewin and Andreas Andersson and Taylor Wirth and Todd Martz and Travis Courtney and Nathan Hui and Ryan Kastner and Andrew Stern and Todd McGrain and Danica Reinicke and Jon Richard and Katherine Hammond and Shannon Waters}, journal = {Continental Shelf Research}, @@ -335,4 +363,4 @@ @Comment{jabref-meta: pages[normalize_page_numbers] ;} -@Comment{jabref-meta: saveOrderConfig:specified;year;true;author;false;title;true;} \ No newline at end of file +@Comment{jabref-meta: saveOrderConfig:specified;year;true;author;false;title;true;} From d3d0d9567db44b6b2e64ce5f7dafaced7bcd6b7c Mon Sep 17 00:00:00 2001 From: Nathan Hui Date: Wed, 22 May 2024 19:20:22 -0700 Subject: [PATCH 2/2] fix: Removes `type` field --- _bibliography/publications.bib | 1 - 1 file changed, 1 deletion(-) diff --git a/_bibliography/publications.bib b/_bibliography/publications.bib index 61d3efe8..e0527dfe 100644 --- a/_bibliography/publications.bib +++ b/_bibliography/publications.bib @@ -4,7 +4,6 @@ @MastersThesis{Crutchfield2023 title = {{S}pot, an {A}lgorithm for {L}ow-{R}esolution, {L}ow-{C}ontrast, {M}oving {O}bject-{T}racking with a {N}on-{S}tationary {C}amera}, year = {2023}, month = jun, - type = {mathesis}, abstract = {The ability to track moving objects in a video stream is helpful for many applications, from pedestrian and vehicle tracking in a city to animal tracking for ecology and conservation. This write-up introduces Spot, an algorithm for moving object tracking in low-resolution, low-