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pith:2026:K3IB4553GAUV4KCCJNRQRZXZZP
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Neural Video Compression with Domain Transfer

Haofeng Wang, Qi Zhang, Rongqun Lin, Siwei Ma, Tiange Zhang, Xiandong Meng, Xing Tian

Neural video codecs can close most of their training-test performance gap by adapting only the latent code at inference time.

arxiv:2605.13476 v1 · 2026-05-13 · cs.CV

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4 Citations open
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Claims

C1strongest claim

DCVC-DT achieves up to 6.21% bitrate savings over the baseline DCVC-DC, while significantly enhancing generalization to unseen testing data and alleviating error propagation.

C2weakest assumption

The lightweight online domain transfer mechanism can reliably bridge the domain gap between training and test distributions by adapting only the latent representation without any change to encoder or decoder parameters.

C3one line summary

DCVC-DT reports up to 6.21% bitrate savings over DCVC-DC by dynamically adapting encoded latents and adjusting per-frame RD trade-offs during inference.

References

44 extracted · 44 resolved · 0 Pith anchors

[1] Neural video compression with diverse contexts, 2023
[2] Vqnerv: Vector quantization neural representation for video compression, 2024
[3] Efvc: Error-propagation-free neural video coding with reversible transform, 2025
[4] Bi-directional deep contextual video compression, 2025
[5] L-lbvc: Long- term motion estimation and prediction for learned bi-directional video compression, 2025

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Receipt and verification
First computed 2026-05-18T02:44:41.452135Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

56d01e77bb30295e28424b6308e6f9cbdbf58c4ba5b973993071bc1342ca40fa

Aliases

arxiv: 2605.13476 · arxiv_version: 2605.13476v1 · doi: 10.48550/arxiv.2605.13476 · pith_short_12: K3IB4553GAUV · pith_short_16: K3IB4553GAUV4KCC · pith_short_8: K3IB4553
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/K3IB4553GAUV4KCCJNRQRZXZZP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 56d01e77bb30295e28424b6308e6f9cbdbf58c4ba5b973993071bc1342ca40fa
Canonical record JSON
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