arXiv Computer Vision research summaries for January 20, 2024.

Today's Research Themes (AI-Generated):

• Spatial structure constraints improve weakly supervised semantic segmentation without external saliency models.

• Uncertainty-aware Mobile-Former network proposed for efficient event-based human activity recognition.

• EMA-Net leverages multitask affinity learning for efficient multitask CNN-based decoder-focused models.

• Addressing stability-plasticity in few-shot end-to-end object detection with a plasticity classifier fine-tuning stage.

• Novel dataset and transformer model introduced for multi-granularity surgical scene understanding.