Search Results for author: Timm Haucke

Found 6 papers, 6 papers with code

Align and Distill: Unifying and Improving Domain Adaptive Object Detection

1 code implementation18 Mar 2024 Justin Kay, Timm Haucke, Suzanne Stathatos, Siqi Deng, Erik Young, Pietro Perona, Sara Beery, Grant van Horn

We address these problems by introducing: (1) A unified benchmarking and implementation framework, Align and Distill (ALDI), enabling comparison of DAOD methods and supporting future development, (2) A fair and modern training and evaluation protocol for DAOD that addresses benchmarking pitfalls, (3) A new DAOD benchmark dataset, CFC-DAOD, enabling evaluation on diverse real-world data, and (4) A new method, ALDI++, that achieves state-of-the-art results by a large margin.

Benchmarking object-detection +2

SOCRATES: A Stereo Camera Trap for Monitoring of Biodiversity

1 code implementation19 Sep 2022 Timm Haucke, Hjalmar S. Kühl, Volker Steinhage

This approach employs stereo vision to infer 3D information of natural habitats and is designated as StereO CameRA Trap for monitoring of biodivErSity (SOCRATES).

Instance Segmentation Stereo Matching

Automated Distance Estimation for Wildlife Camera Trapping

1 code implementation9 Feb 2022 Peter Johanns, Timm Haucke, Volker Steinhage

We propose a fully automatic approach we call AUtomated DIstance esTimation (AUDIT) to estimate camera-to-animal distances.

Monocular Depth Estimation

Exploiting Depth Information for Wildlife Monitoring

1 code implementation10 Feb 2021 Timm Haucke, Volker Steinhage

In this study, we propose an automated camera trap-based approach to detect and identify animals using depth estimation.

Depth Estimation Instance Segmentation +1

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