The standard deviation of the training results for each round of our improved YOLOv7 model. حسب Guoqing Zhang (151441)

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GSConv module. حسب Guoqing Zhang (151441)

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Time-lapse microscopy movie from the bacterial mother machine test set processed by Cell-TRACTR. حسب Owen M. O’Connor (11965460)

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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)

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(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)

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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)

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Schematic demonstrating how Cell-TRACTR tracks cells post-division. The dark blue cell at time t₁ is predicted to divide at time t₂. The content embedding is... حسب Owen M. O’Connor (11965460)

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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)

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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)

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Diagram illustrating how the iterative bounding box refinement method works with cell divisions. When tracking the cell from t₀ to t₁, the bounding box from t... حسب Owen M. O’Connor (11965460)

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Example showing how OP_CTB can reward a tracker for predicting no division rather than predicting a division one frame too early or late. Acyclic oriented graph matching... حسب Owen M. O’Connor (11965460)

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Time-lapse microscopy movie from the mammalian DeepCell test set processed by Cell-TRACTR. حسب Owen M. O’Connor (11965460)

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Cell-HOTA metric incorporates cell division accuracy. حسب Owen M. O’Connor (11965460)

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Evaluation of model performance on the mammalian DeepCell dataset. حسب Owen M. O’Connor (11965460)

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Evaluation of model performance on the bacterial mother machine dataset. حسب Owen M. O’Connor (11965460)

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Time-lapse microscopy movie from the bacterial mother machine test set processed by Cell-TRACTR and evaluated with the Cell Tracking Challenge (CTC) OP_CTB metrics. حسب Owen M. O’Connor (11965460)

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Schematic demonstrating how Cell-HOTA handles early and late divisions. For early divisions, the ground truth cell is originally matched with one of the tracker cells at time t<sub... حسب Owen M. O’Connor (11965460)

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The dynamic bending distance between three temperature time series data. حسب Tang Ruipeng (20141334)

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Three groups of air sensor relative humidity time series data. حسب Tang Ruipeng (20141334)

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The comparison of results from the proposed architecture and state-of-the-art algorithms on the UNSW-B15, NSL-KDD and KDDCUP’99 dataset. حسب Abdullah Asım Yılmaz (20715311)