MaGGIe achieves feature temporal consistency in videos using bidirectional Conv-GRU. It utilizes A100 GPUs and AdamW optimization for robust results.MaGGIe achieves feature temporal consistency in videos using bidirectional Conv-GRU. It utilizes A100 GPUs and AdamW optimization for robust results.

Optimizing Video Matting: Curriculum Learning and Motion Blur Augmentation

Abstract and 1. Introduction

  1. Related Works

  2. MaGGIe

    3.1. Efficient Masked Guided Instance Matting

    3.2. Feature-Matte Temporal Consistency

  3. Instance Matting Datasets

    4.1. Image Instance Matting and 4.2. Video Instance Matting

  4. Experiments

    5.1. Pre-training on image data

    5.2. Training on video data

  5. Discussion and References

\ Supplementary Material

  1. Architecture details

  2. Image matting

    8.1. Dataset generation and preparation

    8.2. Training details

    8.3. Quantitative details

    8.4. More qualitative results on natural images

  3. Video matting

    9.1. Dataset generation

    9.2. Training details

    9.3. Quantitative details

    9.4. More qualitative results

9.2. Training details

\

:::info Authors:

(1) Chuong Huynh, University of Maryland, College Park ([email protected]);

(2) Seoung Wug Oh, Adobe Research (seoh,[email protected]);

(3) Abhinav Shrivastava, University of Maryland, College Park ([email protected]);

(4) Joon-Young Lee, Adobe Research ([email protected]).

:::


:::info This paper is available on arxiv under CC by 4.0 Deed (Attribution 4.0 International) license.

:::

\

Market Opportunity
Blur Logo
Blur Price(BLUR)
$0.0282
$0.0282$0.0282
+1.73%
USD
Blur (BLUR) Live Price Chart
Disclaimer: The articles reposted on this site are sourced from public platforms and are provided for informational purposes only. They do not necessarily reflect the views of MEXC. All rights remain with the original authors. If you believe any content infringes on third-party rights, please contact [email protected] for removal. MEXC makes no guarantees regarding the accuracy, completeness, or timeliness of the content and is not responsible for any actions taken based on the information provided. The content does not constitute financial, legal, or other professional advice, nor should it be considered a recommendation or endorsement by MEXC.

You May Also Like

Otis Delivers Vertical Mobility for Montreal’s REM Light Metro Transit

Otis Delivers Vertical Mobility for Montreal’s REM Light Metro Transit

Customized elevator and escalator solutions designed to deliver safe and reliable access to this one-of-a-kind driverless transit system MONTREAL, Dec. 22, 2025
Share
AI Journal2025/12/22 20:46
PTC Therapeutics Announces Approval of Sephience™ (sepiapterin) for the Treatment of Children and Adults Living with Phenylketonuria (PKU) in Japan

PTC Therapeutics Announces Approval of Sephience™ (sepiapterin) for the Treatment of Children and Adults Living with Phenylketonuria (PKU) in Japan

– Indication includes all ages and the full spectrum of disease severity –– First Japan product approval for PTC – WARREN, N.J., Dec. 22, 2025 /PRNewswire/ — PTC
Share
AI Journal2025/12/22 20:30
Fed forecasts only one rate cut in 2026, a more conservative outlook than expected

Fed forecasts only one rate cut in 2026, a more conservative outlook than expected

The post Fed forecasts only one rate cut in 2026, a more conservative outlook than expected appeared on BitcoinEthereumNews.com. Federal Reserve Chairman Jerome Powell talks to reporters following the regular Federal Open Market Committee meetings at the Fed on July 30, 2025 in Washington, DC. Chip Somodevilla | Getty Images The Federal Reserve is projecting only one rate cut in 2026, fewer than expected, according to its median projection. The central bank’s so-called dot plot, which shows 19 individual members’ expectations anonymously, indicated a median estimate of 3.4% for the federal funds rate at the end of 2026. That compares to a median estimate of 3.6% for the end of this year following two expected cuts on top of Wednesday’s reduction. A single quarter-point reduction next year is significantly more conservative than current market pricing. Traders are currently pricing in at two to three more rate cuts next year, according to the CME Group’s FedWatch tool, updated shortly after the decision. The gauge uses prices on 30-day fed funds futures contracts to determine market-implied odds for rate moves. Here are the Fed’s latest targets from 19 FOMC members, both voters and nonvoters: Zoom In IconArrows pointing outwards The forecasts, however, showed a large difference of opinion with two voting members seeing as many as four cuts. Three officials penciled in three rate reductions next year. “Next year’s dot plot is a mosaic of different perspectives and is an accurate reflection of a confusing economic outlook, muddied by labor supply shifts, data measurement concerns, and government policy upheaval and uncertainty,” said Seema Shah, chief global strategist at Principal Asset Management. The central bank has two policy meetings left for the year, one in October and one in December. Economic projections from the Fed saw slightly faster economic growth in 2026 than was projected in June, while the outlook for inflation was updated modestly higher for next year. There’s a lot of uncertainty…
Share
BitcoinEthereumNews2025/09/18 02:59