The 4th International Workshop on
Physics Based Vision meets Deep Learning (PBDL)

PBDL2024 Schedules

Date: June 17, 2024

Location: Summit 333, Seattle Convention Center, Seattle WA, USA

Conference Link: https://uva-live.zoom.us/j/84819847915

zoom ID: 84819847915

Session 1: 8:30-10:00

     Opening remark : (5min)
     Keynote speaker 1 : Dr. Vladislav Golyanik (40min)
     Oral presentation 1-4 : (45min, 10 each with 5min buffer)
          7 Generalized Foggy-Scene Semantic Segmentation by Frequency Decoupling
          9 Generating Material-Aware 3D Models from Sparse Views
          10 Physics Based Camera Privacy: Lens and Network Co-Design to the Rescue
          19 Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion (online)

Coffee Break: 10:00-11:00

Session 2: 11:00-12:30

     Keynote speaker 2: Prof. Tali Treibitz (40min)
     Oral presentation 5-9 (50min)
          12 Imaging Signal Recovery Using Neural Network Priors Under Uncertain Forward Model Parameters
          13 GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning
          15 Deep Learning for Computational Lens Design
          3 Gain-first or Exposure-first: Benchmark for Better Low-light Video Photography and Enhancement (online)
          4 Point-Supervised Semantic Segmentation of Natural Scenes via Hyperspectral Imaging (online)

Lunch Break: 12:30-13:30

Session 3: 13:30-15:00

     Competition session (40min)
           Introduction of the PBDL2024 Challenge
           Award
     Oral presentation 10-13 (40min)
          20 Physics-Guided and Training-Free Diffusion for Controlling Illumination Conditions in Images
          17 3D human pose and torque estimation from monocular video.
          5 Computational Spectral Imaging with Unified Encoding Model and Beyond (online)
          6 ViTKD: Feature-based Knowledge Distillation for Vision Transformers (online)
     Closing remark and best paper award (5min)

Coffee Break: 15:00-16:00