Search Results for author: Pooya Fayyazsanavi

Found 6 papers, 3 papers with code

Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label Smoothing

1 code implementation1 Jul 2024 Pooya Fayyazsanavi, Antonios Anastasopoulos, Jana Košecká

Sign language translation from video to spoken text presents unique challenges owing to the distinct grammar, expression nuances, and high variation of visual appearance across different speakers and contexts.

Data Augmentation Sign Language Translation +1

Fingerspelling PoseNet: Enhancing Fingerspelling Translation with Pose-Based Transformer Models

1 code implementation20 Nov 2023 Pooya Fayyazsanavi, Negar Nejatishahidin, Jana Kosecka

We also propose a novel two-stage inference approach that re-ranks the hypotheses using the language model capabilities of the decoder.

Decoder Hand Pose Estimation +4

U2RLE: Uncertainty-Guided 2-Stage Room Layout Estimation

no code implementations17 Apr 2023 Pooya Fayyazsanavi, Zhiqiang Wan, Will Hutchcroft, Ivaylo Boyadzhiev, Yuguang Li, Jana Kosecka, Sing Bing Kang

While the existing deep learning-based room layout estimation techniques demonstrate good overall accuracy, they are less effective for distant floor-wall boundary.

Room Layout Estimation

Object Pose Estimation using Mid-level Visual Representations

1 code implementation2 Mar 2022 Negar Nejatishahidin, Pooya Fayyazsanavi, Jana Kosecka

The deep convolutional network models (CNN) for pose estimation are typically trained and evaluated on datasets specifically curated for object detection, pose estimation, or 3D reconstruction, which requires large amounts of training data.

3D Reconstruction Object +5

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