Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Watermark Extraction research benchmarks – Page 2 · SOTA2 Research

Watermark Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WebVid 1000 videos 10M

99.98Average Frame Score (N=3)

6

Mar 4, 2026

Watermark Robustness Benchmark

99.9Accuracy (No Attack)

6

Feb 26, 2026

Common Distortions Benchmark

100Accuracy (Gaussian Noise)

5

Feb 26, 2026

Blender, LLFF, and Mip-NeRF 360 Averaged (test)

98.46Bit Accuracy (No Distortion)

4

Mar 11, 2026

4D Dynamic Scenes (test)

99.1Bit Accuracy (Baseline)

3

May 22, 2026

Standardized Watermarking Evaluation Set

97.8Success Rate (Gaussian Noise 0.06)

3

Apr 3, 2026

Feature-Based Watermarking Evaluation Dataset

100Identity Score

3

Apr 3, 2026

HunyuanVideo I2V (Temporal Disturbance, 512x16 bits)

99Bit Accuracy (Baseline)

3

Mar 4, 2026

HunyuanVideo I2V (Spatial Disturbance, 512 bits)

100Bit Accuracy (Baseline)

3

Mar 4, 2026

Digital Distortions (test)

1Identity Score

3

Feb 26, 2026

VAE-based Regeneration Attacks (Regen-VAE-Bmshj and Regen-VAE-Cheng)

0.046BER (Regen-Bmshj, Q4)

2

Feb 26, 2026

1Success Rate (Res 256)

2

Feb 26, 2026

Page 2 of 2

Popular datasets

SD COCO Host-watermarked images HunyuanVideo COCO, DIV2K, and Chameleon

Follow for updates

Join SOTA2 Contact