mlsanityData to 7 Oct 2026

Harmonizing Pixels and Melodies: Maestro-Guided Film Score Generation and Composition Style Transfer

arXiv 2411.07539 ↗First posted 12 Nov 2024cs.MMcited by 2

On the map: Diffusion models → Audio, speech and music

Abstract (arXiv)

We introduce a film score generation framework to harmonize visual pixels and music melodies utilizing a latent diffusion model. Our framework processes film clips as input and generates music that aligns with a general theme while offering the capability to tailor outputs to a specific composition style. Our model directly produces music from video, utilizing a streamlined and efficient tuning mechanism on ControlNet. It also integrates a film encoder adept at understanding the film's semantic depth, emotional impact, and aesthetic appeal. Additionally, we introduce a novel, effective yet straightforward evaluation metric to evaluate the originality and recognizability of music within film scores. To fill this gap for film scores, we curate a comprehensive dataset of film videos and legendary original scores, injecting domain-specific knowledge into our data-driven generation model. Our model outperforms existing methodologies in creating film scores, capable of generating music that reflects the guidance of a maestro's style, thereby redefining the benchmark for automated film scores and laying a robust groundwork for future research in this domain. The code and generated samples are available at https://anonymous.4open.science/r/HPM.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Placed in Audio, speech and music, one of 14 directions in Diffusion models. Builds on 17 of its 55 references that are in the map. First posted on arXiv 12 Nov 2024.

Builds on

17 of 55 references.

Closest ancestors · 4

Same direction, newest first

  1. 2024DITTO: Diffusion Inference-Time T-Optimization for Music Generation22 Jan
  2. 2023Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model24 Apr
  3. 2023Noise2Music: Text-conditioned Music Generation with Diffusion Models8 Feb
  4. 2023AudioLDM: Text-to-Audio Generation with Latent Diffusion Models29 Jan

Other references · 13

  1. 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,084
  2. 2020Denoising Diffusion Implicit Modelscited by 9,655
  3. 2023BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Modelscited by 6,069
  4. 2022Classifier-Free Diffusion Guidancecited by 5,717
  5. 2022Prompt-to-Prompt Image Editing with Cross Attention Controlcited by 2,409
  6. 2017Decoupled Weight Decay Regularizationcited by 1,722
  7. 2023LLaMA-VID: An Image is Worth 2 Tokens in Large Language Modelscited by 539
  8. 2023Simple and Controllable Music Generationcited by 480
  9. 2023Music ControlNet: Multiple Time-varying Controls for Music Generationcited by 82
  10. 2022G2P-DDM: Generating Sign Pose Sequence from Gloss Sequence with Discrete Diffusion Modelcited by 38
  11. 2023Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer modelcited by 37
  12. 2017Content-Based Video-Music Retrieval Using Soft Intra-Modal Structure Constraintcited by 9
1 more
  1. 2022Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responsescited by 6

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2024Diff-BGM: A Diffusion Model for Video Background Music Generation
  2. 2026JenBridge: Adaptive Long-Form Video Soundtracking across Scene Transitions
  3. 2024Combining Genre Classification and Harmonic-Percussive Features with Diffusion Models for Music-Video Generation
  4. 2026Video-Robin: Autoregressive Diffusion Planning for Intent-Grounded Video-to-Music Generation
  5. 2026Advancing Aesthetic Image Generation via Composition Transfer
  6. 2026BEAT: Rhythm-Elastic Alignment for Agentic Music-guided Movie Trailer Generation
  7. 2026VIBE: Video Instruction-aligned Background music gEneration
  8. 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models