Multiview Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

10 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

14 shown of 14 papers with code (20 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Multiview Detection with Feature Perspective Transformation
  14 Jul 2020 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  First, how should we aggregate cues from the multiple views?
• Deep Occlusion Reasoning for Multi-Camera Multi-Target Detection
  19 Apr 2017 2 repositories listed
  People detection in single 2D images has improved greatly in recent years.
• Mahalanobis Distance-based Multi-view Optimal Transport for Multi-view Crowd Localization
  3 Sep 2024 1 repository listed
  Second, the object-to-camera distance in each view is used to adjust the optimal transport cost of each location further, where the wrong predictions far away from the camera are more heavily penalized.
• Multi-View People Detection in Large Scenes via Supervised View-Wise Contribution Weighting
  30 May 2024 1 repository listed
  Recent deep learning-based multi-view people detection (MVD) methods have shown promising results on existing datasets.
• Lifting Multi-View Detection and Tracking to the Bird's Eye View
  19 Mar 2024 1 repository listed
  Taking advantage of multi-view aggregation presents a promising solution to tackle challenges such as occlusion and missed detection in multi-object tracking and detection.
• EarlyBird: Early-Fusion for Multi-View Tracking in the Bird's Eye View
  20 Oct 2023 1 repository listed
  Most current approaches in multi-view tracking perform the detection and tracking task in each view and use graph-based approaches to perform the association of the pedestrian across each view.
• Multi-view Tracking Using Weakly Supervised Human Motion Prediction
  19 Oct 2022 1 repository listed
  Multi-view approaches to people-tracking have the potential to better handle occlusions than single-view ones in crowded scenes.
• 3D Random Occlusion and Multi-Layer Projection for Deep Multi-Camera Pedestrian Localization
  22 Jul 2022 1 repository listed Syntology ran 2 of 8 samples · 6 unverified · 8 pointer-only (licence)
  Although deep-learning based methods for monocular pedestrian detection have made great progress, they are still vulnerable to heavy occlusions.
• Multiview Detection with Cardboard Human Modeling
  5 Jul 2022 1 repository listed
  In this paper, we propose a new pedestrian representation scheme based on human point clouds modeling.
• Voxelized 3D Feature Aggregation for Multiview Detection
  7 Dec 2021 1 repository listed
  However, we find that these 2D transformations do not take into account the object's height, and with this neglection features along the vertical direction of same object are likely not projected onto the same ground…
• Bringing Generalization to Deep Multi-View Pedestrian Detection
  24 Sep 2021 1 repository listed
  Multi-view Detection (MVD) is highly effective for occlusion reasoning in a crowded environment.
• MVM3Det: A Novel Method for Multi-view Monocular 3D Detection
  22 Sep 2021 1 repository listed
  In this paper, we propose a novel multi-view 3D object detection method named MVM3Det which simultaneously estimates the 3D position and orientation of the object according to the multi-view monocular information.
• Multiview Detection with Shadow Transformer (and View-Coherent Data Augmentation)
  12 Aug 2021 1 repository listed
  Multiview detection incorporates multiple camera views to deal with occlusions, and its central problem is multiview aggregation.
• RGB-D Railway Platform Monitoring and Scene Understanding for Enhanced Passenger Safety
  23 Feb 2021 1 repository listed
  Automated monitoring and analysis of passenger movement in safety-critical parts of transport infrastructures represent a relevant visual surveillance task.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.