CVPR Workshop PBDL2024 | 第四届基于物理的视觉与深度学习国际研讨会招募开始啦

Call for Challenge: Low-Light Enhancement and Detection Challenge

Following the success of previous workshops, we propose the 4rd workshop using the same title and topics with CVPR2024, 17th June 2024, Seattle US. The goal is to encourage the interplay between physics based vision and deep learning. Physics based vision aims to invert the processes to recover the scene properties, such as shape, reflectance, light distribution, medium properties, etc., from images. In recent years, deep learning shows promising improvement for various vision tasks. When physics based vision meets deep learning, there must be mutual benefits.

We welcome submissions of new methods in the classic physics based vision problems, but preference will be given to novel insights inspired by utilizing deep learning techniques. Relevant topics include but are not limited to

Deep learning +

• Photometric 3D reconstruction
• Radiometric modeling/calibration of cameras
• Color constancy
• Illumination analysis and estimation
• Reflectance modeling, fitting, and analysis
• Forward/inverse renderings
• Material recognition and classification
• Transparency and multi-layer imaging
• Artifacts (reflection, flare, moire pattern etc.) removal
• Intrinsic image decomposition
• Light field imaging
• Multispectral/hyperspectral capture, modeling and analysis
• Vision in bad weather (dehaze, derain, etc.)
• Structured light techniques (sensors, BRDF measurement and analysis)
• TOF sensors and its applications
• Novel types (event, spike, quantum, etc.) of imaging sensors

Website:

• https://pbdl-ws.github.io/

Paper submission:

• https://openreview.net/group?id=thecvf.com/CVPR/2024/Workshop/PBDL

Important dates:

Scientific Paper Track (Peer-reviewed publications include in the proceedings):

• Paper Submission: March 22, 2024
• Acceptance notification: April 7, 2024
• Camera-ready: April 14, 2024

Emerging Research Topics Track (No-publication):

• Paper Submission: April 15, 2024
• Acceptance notification: April 22, 2024
• Camera-ready: April 29, 2024
• Workshop date: June 17, 2024

The format for paper submission is the same as the CVPR 2024 submission format. For Scientific Paper Track papers that violates the anonymity, do not use the CVPR submission template or have more than 8 pages (excluding references) will be rejected without review. The accepted papers will appear in the proceedings of CVPR 2024 workshops. In submitting a manuscript to this workshop, the authors acknowledge that no paper substantially similar in content has been submitted to another workshop or conference during the review period. For Emerging Research Topics Track submissions are non-anonymous and will not be included in the proceedings. Submissions can be resubmission of published papers. Selections are made by workshop organizers.

Challenge:

• Low-Light Enhancement and Detection Challenge:https://pbdl-ws.github.io/pbdl2024/challenge/index.html

Important dates:

• Challenge site online: February 20, 2024
• Release of train data and validation data: February 21, 2024
• Validation server online: March 01, 2024
• Final test data release (inputs only): April 23, 2024
• Test submission deadline: April 30, 2024
• Fact sheets and code submission deadline: May 05, 2024
• Preliminary results released to participants: May 10, 2024
• Award (at the workshop): 17 June, 2024