← Search

Fitsum Reda

5 accepted papers

2026

InfoTok: Adaptive Discrete Video Tokenizer via Information-Theoretic Compression

ICLR 2026oral

Accurate and efficient discrete video tokenization is essential for long video sequences processing. Yet, the inherent complexity and variable information density of videos present a significant bottleneck for current tokenizers, which rigidly compress all content at a fixed rate, leading to redunda…

Cited by 0SourcecodeScholar
2025

High-Quality Joint Image and Video Tokenization with Causal VAE

ICLR 2025poster

Generative modeling has seen significant advancements in image and video synthesis. However, the curse of dimensionality remains a significant obstacle, especially for video generation, given its inherently complex and high-dimensional nature. Many existing works rely on low-dimensional latent space…

Cited by 1SourcePDFScholar
2023

TryOnDiffusion: A Tale of Two UNets

CVPR 2023poster

Given two images depicting a person and a garment worn by another person, our goal is to generate a visualization of how the garment might look on the input person. A key challenge is to synthesize a photorealistic detail-preserving visualization of the garment, while warping the garment to accommod…

Cited by 129SourcePDFScholar
2022

Disentangling Architecture and Training for Optical Flow

ECCV 2022poster

"How important are training details and datasets to recent optical flow models like RAFT? And do they generalize? To explore these questions, rather than develop a new model, we revisit three prominent models, PWC-Net, IRR-PWC and RAFT, with a common set of modern training techniques, and observe si…

2022

FILM: Frame Interpolation for Large Motion

ECCV 2022poster

"We present a frame interpolation algorithm that synthesizes an engaging slow-motion video from near-duplicate photos which often exhibit large scene motion. Near-duplicates interpolation is an interesting new application, but large motion poses challenges to existing methods. To address this issue,…