4 papers
Multimodal Emotion Recognition via Causal-Diffusion Bridge (Affect-Diff)
Ankit Sanjyal
Multimodal emotion recognition on CMU-MOSEI faces an extreme imbalance as Happy accounts for 65.9% of samples while three Ekman categories collectively represent under 7%, causing…
RectifiedHR: High-Resolution Diffusion via Energy Profiling and Adaptive Guidance Scheduling
Ankit Sanjyal
High-resolution image synthesis with diffusion models often suffers from energy instabilities and guidance artifacts that degrade visual quality. We analyze the latent energy lands…
Local Prompt Adaptation for Style-Consistent Multi-Object Generation in Diffusion Models
Ankit Sanjyal
Diffusion models have become a powerful backbone for text-to-image generation, producing high-quality visuals from natural language prompts. However, when prompts involve multiple…
Limitations of NERF with pre-trained Vision Features for Few-Shot 3D Reconstruction
Ankit Sanjyal
Neural Radiance Fields (NeRF) have revolutionized 3D scene reconstruction from sparse image collections. Recent work has explored integrating pre-trained vision features, particula…