Duplicate from LiconStudio/LTX-2.3-Multiple-Subject-Reference

Co-authored-by: LiconStudio <LiconStudio@users.noreply.huggingface.co>

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README.md

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+---
+license: apache-2.0
+tags:
+- video-generation
+- multi-reference
+- LTX-2.3
+base_model:
+- Lightricks/LTX-2.3
+github: https://github.com/liconstudio/ComfyUI-Licon-MSR
+library_name: diffusers
+---
+
+# Licon MSR V2 for LTX-2.3
+
+## What's New in V2
+
+Compared with V1, **Licon MSR V2** introduces significant improvements in three key areas:
+
+### 1. Improved Consistency
+
+- Better preservation of character identity, clothing, objects, and scene details
+- More consistent appearance across frames
+- Improved alignment between multiple reference images and the generated video
+- Reduced identity drift and reference attribute loss
+
+### 2. Improved Stability
+
+- More reliable results across repeated sampling runs
+- Reduced visual artifacts, flickering, and temporal inconsistencies
+- More stable generation in complex multi-subject compositions
+- Improved handling of motion and interactions between subjects
+
+### 3. Improved Scene Logic
+
+- Better understanding of spatial and action relationships described in prompts
+- More natural subject positioning and interaction
+- Improved temporal progression from the beginning to the end of a video
+- More coherent composition of characters, objects, and backgrounds
+
+## Overview
+
+This model implements a novel approach to multi-reference video generation using **Multiple Subject Reference (MSR)**. Instead of introducing additional encoder branches or fusion modules, we transform multiple static reference images into a pseudo-video sequence that shares the same representation space as the target video.
+
+## Usage
+
+This LoRA requires the **[ComfyUI-Licon-MSR](https://github.com/liconstudio/ComfyUI-Licon-MSR)** plugin for ComfyUI. A sample workflow is included in the model files for easy testing and experimentation.
+
+## Key Features
+
+### Multi-Reference Visual Memory
+
+- **Token-level reference preservation**: Multiple reference images are encoded as video latents, preserving fine-grained visual information at the token level instead of compressing them into a single embedding
+- **Native self-attention retrieval**: Target video tokens directly access reference tokens through the model's existing self-attention mechanism, with no additional architectural components required
+- **In-context conditioning**: References serve as visual memory within the main token sequence rather than as external conditioning inputs
+
+### Flexible Reference Composition
+
+- **2 to 5 reference images**: Supports varying numbers of reference inputs with increasing composition complexity
+- **Complementary semantic roles**: Each reference image can provide different information:
+  - Subject identity
+  - Object or prop details
+  - Scene or background
+  - Local textures
+  - Multiple viewpoints
+
+## What It Can Do
+
+### Identity Preservation Across References
+
+Generate videos in which multiple reference identities are simultaneously preserved:
+
+- Multiple characters from different reference images
+- Character and object combinations
+- Object and scene compositions
+
+### Relation-Based Composition
+
+Beyond identity preservation, the model can compose references according to textual relationship descriptions:
+
+- Action interactions, such as handing, picking up, or pushing
+- Spatial relationships, such as left and right or foreground and background
+- Temporal event structures, such as start → process → result
+
+### Cross-Reference Attribute Selection
+
+The model learns to selectively retrieve attributes from different references:
+
+- Face from reference A and clothing from reference B
+- Object identity from one reference and pose or position from another
+- Background elements from scene references
+
+## Usage Tips
+
+- **Prompt description**: Use concise but accurate descriptions of the reference images. Both excessive and insufficient descriptions may reduce consistency.
+- **Reference roles**: Clearly describe the role of each referenced subject, object, or scene in the target video.
+- **High-motion scenes**: 50 fps is recommended for smoother motion coherence.
+- **Sampling**: Complex multi-subject interactions may still benefit from multiple sampling runs.
+
+## V1 vs. V2 Comparison
+
+### Comparison 1
+
+| V1 | V2 |
+|:---:|:---:|
+| [▶ Play V1](Validition_V2/01/V1_1.mp4) | [▶ Play V2](Validition_V2/01/V2.mp4) |
+
+### Comparison 2
+
+| V1 | V2 |
+|:---:|:---:|
+| [▶ Play V1](Validition_V2/02/V1.mp4) | [▶ Play V2](Validition_V2/02/V2.mp4) 

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+夜间罗森便利店内部，收银台灯光明亮，货架与冷柜整齐排列，玻璃门外夜色深沉，色温暖白偏冷，摄影机轴线侧前中景锁定，图1身着皱巴巴灰西装站在画面左侧收银台前，身体微微摇晃，脸颊通红，领带松垮，图2身着深蓝便利店制服站在画面右侧收银台后，双手扶着扫码枪，眉头微皱面朝图1，货架与冷柜在背景中延伸。
+图1身体左右摇晃，一手撑住柜台，说话断断续续，图1（喃喃说，迟疑试探，沙哑音）：「我……我要……那个……水……」
+镜头切至图2近景，单人镜头。她眼神紧张，轻轻前倾，图2（急切说，轻柔舒缓，软糯音）：「您还好吗？要不要先坐下？」
+镜头切回两人中景，双人镜头。图1又晃了一下，差点扶不稳，图1（哽咽说，哽咽顿挫，气音）：「没事……我……还能……走……」
+镜头切至过肩，双人镜头。图2伸手想扶，又停在半空，眼神满是担心，图2（叮嘱说，恳切说，软糯音）：「您别急，我帮您拿。」柜台灯管微微嗡响，门外夜色静默。
+
+图 1：醉酒，红脸的男人，短发，凌乱金丝眼镜，灰西装，污渍领带，醉态，实拍自然质感。 
+图 2：女子，黑发盘髻，透明眼镜，深蓝便利店制服，实拍自然质感。 
+图 3：夜间罗森便利店收银台货架冷柜入口，实拍自然质感。

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+A rural dusk in a golden wheat field. The setting sun paints the sky in shades of orange and pink. Warm light glows from the windows of the wooden cabin. A winding dirt path leads toward the cabin. The color palette is warm, golden, and soft. The camera is positioned on a side-front medium shot axis, locked in place.
+
+Female A stands barefoot in the center of the dirt path on the left side of the frame, her hands resting naturally at her sides. The sunset stretches her shadow long across the ground. She tilts her head slightly, gazing toward the wooden cabin. Male A, dressed in a linen shirt and brown apron, stands near the cabin doorway on the right side of the frame, facing her, holding a glass of clear water in his right hand. The wheat sways gently in the breeze as the golden sunset bathes the entire field.
+
+Female A stands barefoot on the dirt path, hands resting naturally at her sides. The sunset casts a long shadow behind her. She tilts her head slightly, looking toward the wooden cabin. The camera slowly pushes in 20%.
+
+Male A walks slowly from the cabin, carrying a glass of water. He approaches Female A and gently offers the glass to her. Their fingertips lightly touch on the surface of the glass. Female A looks up and smiles.
+
+Female A (in a gentle, soothing tone, soft and mellow voice): "Thank you."
+
+Male A (in a low, calm and steady voice, deep tone): "Drink it. It's cold."
+
+The golden sunset continues to bathe the two of them as the wheat waves sway softly in the breeze.

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+Figure 1: A young Asian man in ancient attire, with black hair, wearing a cyan robe and jade ornaments, realistic natural texture.
+Figure 2: A young Asian woman in ancient attire, with black hair in a bun, wearing a light blue wide-sleeve long dress and a jade hairpin, realistic natural texture.
+Figure 3: Classical Chinese garden, stone pavilion, lotus pond with koi fish, stone bridge, pink cherry blossoms and bamboo forest, realistic natural texture.
+
+In a classical Chinese garden, a stone pavilion spans across a lotus pond. The water surface is covered with pink and white lotus flowers and swimming red and white koi. Outside the pavilion, a winding stone bridge leads toward the scene. In the distance, mountains rise behind a bamboo forest blooming with cherry blossoms. The color palette is warm, golden, and soft. The camera is positioned at a side-front medium shot, locked on the scene. Male A, dressed in a deep cyan robe, stands on the stone bridge on the left side of the frame. His hands rest naturally at his sides as he slowly walks onto the bridge, his wide sleeves swaying gently in the breeze. He stops at the stone railing outside the pavilion, his gaze lowered toward the koi swimming in the water. Female A, wearing a light blue wide-sleeve long dress, sits cross-legged at a stone table inside the pavilion on the right side of the frame. Her hands rest lightly on an ancient guqin placed horizontally on the table, facing the camera. Ripples spread across the pond as the koi swim gracefully, and dappled sunlight filters through the pavilion roof.
+
+Male A walks slowly onto the stone bridge, his wide sleeves swaying gently. He stands by the railing outside the pavilion, his eyes fixed on the koi swimming in the water. The camera slowly pushes in by 18%.
+
+Male A walks steadily from the stone bridge into the pavilion and comes to a stop beside Female A.
+
+Female A pauses her hands on the guqin strings, slowly lowers them, and glances up at Male A before gently touching the strings again.
+Female A (gently reassuring, soft and soothing, sweet and tender tone): "You're here."
+Male A (calmly, in a steady, cool tone): "I am."
+
+The koi continue to swim in the pond, lotus leaves sway softly, and sunlight shimmers on the water's surface.

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validation/1_video.mp4

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validation/1_video_seed.mp4

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validation/2_video.mp4

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validation/2_video_seed.mp4

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validition_v1/01/prompt.txt

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+参考图1：RN，男人，深棕色长发半束着，佩戴黑色龙形发簪与珍珠长流苏发带，身着酒红色暗纹广袖长袍，领口袖口绣精致金色凤凰纹样，外搭厚实黑色狐狸毛大氅，腰间系嵌绿玉的金纹黑色腰带，面容俊朗，仪态高贵。
+参考图2：WV，女人，乌黑长发盘成精致发髻，佩戴绿玉白花发饰与同色系水滴流苏耳坠，身着暗绿色抹胸鱼尾长裙，裙身绣立体金色花卉纹样，长裙的腰间镂空露出两侧腰部，露肩露背。外搭同色系飘逸透明广袖披帛，颈间佩戴绿玉平安扣项链，面容温婉清丽，眉眼柔和灵动。
+参考图3（场景）：烟雨朦胧的江南小镇，石板小路被雨水打湿形成镜面倒影，两侧是白墙黑瓦的建筑，黑瓦上挂着晶莹的雨珠，屋檐下悬挂着暖黄色的灯笼，街道中央有一棵枝繁叶茂的垂柳，远处是云雾缭绕的青山，整体氛围清冷诗意，充满江南水乡的韵味。
+石板小路上，WV迎面走来，双手轻轻提着裙摆，衣裙飘飘。WV走近，表情从冷淡转为微笑。
+RN迎面站着，也微微一笑，说：“这么巧，没想到会在这里遇见你”。
+WV和RN两人在石板小路上面对面站着，WV微微点头，脸颊微红，嘴角扬起浅浅的笑意，声音甜美说：“我也没想到，一起走走吧。”
+镜头拉远至中景，展示WV和RN两人的侧面全身视角。RN侧身做出邀请的手势，WV点头回应，两人并肩向街道深处走去。镜头缓缓跟拍，逐渐绕到两人身后，展示背面视角，看着他们的身影逐渐消失在烟雨朦胧的石板小路尽头，

validition_v1/01/video.mp4

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validition_v1/02/prompt.txt

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+In a misty ancient Chinese water-town alley after rain, white plaster walls and black tiled roofs line the wet stone path, distant green mountains fade into soft fog, willow branches hang in the foreground, and warm lanterns glow under the eaves, reflecting on the rain-soaked ground.
+A beautiful young woman in an elegant pale jade-green fantasy hanfu stands on the left side of the alley. She has delicate calm facial features, long black hair styled in an ancient updo, jade-green hair ornaments, dangling earrings, and a green jade necklace. Her dress has translucent flowing shawls, silver floral embroidery, and layered gauze fabric, giving her a graceful and restrained presence.
+A handsome young man in a deep crimson ancient robe stands on the right side. He has sharp refined facial features, long black hair half tied back with hanging tassel ornaments, a black fur-collar cloak, and golden embroidered patterns on his red robe, giving him a composed and noble aura.
+
+A 10-second cinematic two-person dialogue scene: the woman first looks down at her reflection in the puddle, then slowly raises her eyes toward the man and speaks softly. The man remains silent for a moment, his expression subtly changes, then he steps half a step forward and replies in a low voice. They keep a restrained distance, like two people meeting again after a long separation, speaking with suppressed emotion in the rainy alley. The camera starts with a medium two-shot, slowly dollies forward with a slight circular movement around them, and ends on a half-body side-angle shot of the two characters looking at each other. Damp cool atmosphere, warm lantern light on their faces and clothing, sleeves and translucent fabric gently moving in the breeze, subtle hair movement, natural lip movement, delicate expressions, cinematic ancient costume drama style, realistic lighting, shallow depth of field, soft mist, high quality, stable character consistency.