Cell-TRACTR detects cells in the first frame at time t 0. Object queries predicted to be a “cell” are converted to track queries. For Track Group Denoising (TGD), random noise is a... حسب Owen M. O’Connor (11965460)

Example illustrating how object and track queries interact using an attention map processed by Cell-TRACTR across two subsequent frames. The schematic displays the actual output al... حسب Owen M. O’Connor (11965460)

Performance of ENQUIRE’s gene normalization algorithm. حسب Luca Musella (19986312)

Cells are initially detected in frame t₀ and then tracked to frame t₁. Object queries are processed in the first layer of the decoder for object detection. In... حسب Owen M. O’Connor (11965460)

Differences in computing performance between ENQUIRE’s gene normalization algorithm and GNorm2-Bioformer. حسب Luca Musella (19986312)

Visual representation of how Cell-TRACTR uses track queries to track cells and detect divisions. حسب Owen M. O’Connor (11965460)

The encoder employs deformable self-attention to transform multi-scale features into encoded multi-scale features. Query selection is used to derive the object queries from these e... حسب Owen M. O’Connor (11965460)

(A) Example illustrating the correlation between the final prediction of an object query and where the object query is derived from within the multi-scale features. Colored pixels... حسب Owen M. O’Connor (11965460)

Geometric and algorithmic solutions to the generalised alibi query حسب Arthur Jansen (17809244)

Operational mechanism diagram of deep reinforcement learning retrieval optimization module, based on the user interaction retrieval strategy optimization process, encodes the user query vector, historical interaction record and knowledge graph subgraph representation into state space, designs reward function, and trains the policy network through the proximal policy optimization algorithm (PPO) to optimize the retrieval strategy. حسب Yali Chen (24494)

"…<p>Operational mechanism diagram of deep reinforcement learning retrieval optimization module, based on the user interaction retrieval strategy optimization process, encodes the user query vector, historical interaction record and knowledge graph subgraph representation into state space, designs reward function, and trains the policy network through the proximal policy optimization algorithm (PPO) to optimize the retrieval strategy.…"

Heatmap illustrating which multi-scale feature pixels were classified as “cell” by query selection. This data was collected by processing the full test set for the DeepCell dataset... حسب Owen M. O’Connor (11965460)

Folder with all data and algorithms حسب Jorge Servert Lerdo de Tejada (22290001)

Effect of segmentation mask resolution on CUDA memory usage and performance metrics. (A) Memory usage as a function of queries when Cell-TRACTR produces a segmentation mask with th... حسب Owen M. O’Connor (11965460)

Data Sheet 2_Active learning with human heuristics: an algorithm robust to labeling bias.pdf حسب Sriram Ravichandran (14456604)

"…<p>Active learning enables prediction models to achieve better performance faster by adaptively querying an oracle for the labels of data points. …"

Data Sheet 1_Active learning with human heuristics: an algorithm robust to labeling bias.zip حسب Sriram Ravichandran (14456604)

"…<p>Active learning enables prediction models to achieve better performance faster by adaptively querying an oracle for the labels of data points. …"

Modeling Molecularly Imprinted Nanoparticles with LNKD: A Resource Efficient Algorithm for Polymer Cross-Linking حسب Emma Stevens (22257358)

"…Here, we propose LNKD (Linking Nodes in KD-trees), a resource-efficient algorithm for predicting pairs of reactive atoms in pre-cross-linked 3D structures of monomers that applies not only to the modeling of MIPs, but also chemical cross-linking in other materials. …"

Heatmap illustrating which multi-scale feature pixels were classified as “cell” by query selection. This data was collected by processing the full test set containing 29 movies fro... حسب Owen M. O’Connor (11965460)

ChatbotDjango حسب Muammar, SST, M.Kom (21435692)

Comparison of inference speed and model size for different tracking algorithms. حسب Yinghong Xie (22319875)

Example of a knowledge query. حسب Bei Li (90587)