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pith:2023:CE6UHSSYIZOIZQSPP6JTFWKE4A
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VideoCrafter1: Open Diffusion Models for High-Quality Video Generation

Chao Weng, Haoxin Chen, Jinbo Xing, Menghan Xia, Qifeng Chen, Shaoshu Yang, Xiaodong Cun, Xintao Wang, Yaofang Liu, Yingqing He, Ying Shan, Yong Zhang

Open diffusion models generate realistic videos at 1024x576 resolution from text, with an image-to-video version that preserves input content.

arxiv:2310.19512 v1 · 2023-10-30 · cs.CV

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3 Author claim open · sign in to claim
4 Citations open
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Claims

C1strongest claim

Our proposed T2V model can generate realistic and cinematic-quality videos with a resolution of 1024 × 576, outperforming other open-source T2V models in terms of quality. The I2V model is the first open-source I2V foundation model capable of transforming a given image into a video clip while maintaining content preservation constraints.

C2weakest assumption

The assumption that the models achieve the stated quality, outperformance, and strict content preservation, which rests on unspecified training details, evaluation metrics, and comparisons not provided in the abstract.

C3one line summary

Open-source text-to-video and image-to-video diffusion models generate high-quality 1024x576 videos, with the I2V variant claimed as the first to strictly preserve reference image content.

References

63 extracted · 63 resolved · 14 Pith anchors

[1] Accessed October 22, 2023 [Online] https:// research.runwayml.com/gen2 2023
[2] Accessed October 22, 2023 [Online] https : / / github.com/deep-floyd/IF 2023
[3] Accessed October 22, 2023 [Online] https: //laion.ai/blog/laion-coco/ 2023
[4] Accessed October 22, 2023 [Online] https: //github.com/hotshotco/Hotshot-XL 2023
[5] Accessed October 22, 2023 [Online] https: //moonvalley.ai/ 2023

Formal links

2 machine-checked theorem links

Cited by

45 papers in Pith

Receipt and verification
First computed 2026-05-17T23:39:21.595918Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

113d43ca58465c8cc24f7f9332d944e00cd0458a20c85d8c0b7cfb37f6313405

Aliases

arxiv: 2310.19512 · arxiv_version: 2310.19512v1 · doi: 10.48550/arxiv.2310.19512 · pith_short_12: CE6UHSSYIZOI · pith_short_16: CE6UHSSYIZOIZQSP · pith_short_8: CE6UHSSY
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CE6UHSSYIZOIZQSPP6JTFWKE4A \
  | 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: 113d43ca58465c8cc24f7f9332d944e00cd0458a20c85d8c0b7cfb37f6313405
Canonical record JSON
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    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-30T13:12:40Z",
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