diff --git a/data/README.md b/data/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f52558f766dea41b898907ffa73b176cdd7b1506 --- /dev/null +++ b/data/README.md @@ -0,0 +1,11 @@ +# Datasets and Evaluation + +## SSv2-ST (SSv2 Spatio-Temporal dataset) + +### Pre-processing +Our pre-processing pipeline is described here. We first extract the first noun chunk of the caption using Spacy. Then this subject is fed into Owl-ViT-L to obtain bounding boxes. If there are 0 bounding boxes corresponding to a subject, we use the next caption from the dataset. If there are atleast two bounding boxes, we interpolate bounding boxes for the missing frames linearly. The dataset downloading is a bit complex, you need to follow the instructions [here](https://github.com/MikeWangWZHL/Paxion#dataset-setup). Download the dataset and run `generate_ssv2_st.py`. + +## Interactive Motion Control - IMC +We generate bounding boxes for this dataset using the `generate_imc.py` file. The prompts are in `custom_prompts.csv` and `filtered_prompts.csv`. + +For more details regarding the datasets and evaluation strategy, please refer to the [Peekaboo paper](https://arxiv.org/abs/2312.07509). diff --git a/data/custom_prompts.csv b/data/custom_prompts.csv new file mode 100644 index 0000000000000000000000000000000000000000..46ee1479b326b5efb68f2f301a73b0825cd05142 --- /dev/null +++ b/data/custom_prompts.csv @@ -0,0 +1,100 @@ +A butterfly resting on a flower.,Butterfly,Small,Square,Stationary +A koala clinging to a eucalyptus tree.,Koala,Medium,Rectangle Vertical,Stationary +A peacock displaying its feathers in a garden.,Peacock,Medium,Rectangle Horizontal,Stationary +A frog sitting on a lily pad in a pond.,Frog,Small,Square,Stationary +A deer standing in a snowy field.,Deer,Medium,Rectangle Horizontal,Stationary +A horse grazing in a meadow.,Horse,Medium,Rectangle Horizontal,Stationary +A squirrel holding an acorn in a park.,Squirrel,Small,Rectangle Vertical,Stationary +A parrot perched on a branch in the rainforest.,Parrot,Small,Rectangle Vertical,Stationary +A fox sitting in a forest clearing.,Fox,Medium,Rectangle Horizontal,Stationary +A swan floating gracefully on a lake.,Swan,Medium,Rectangle Horizontal,Stationary +A panda munching bamboo in a bamboo forest.,Panda,Large,Rectangle Vertical,Stationary +A hummingbird hovering near a flower.,Hummingbird,Small,Rectangle Vertical,Stationary +A penguin standing on an iceberg.,Penguin,Medium,Rectangle Vertical,Stationary +A lion lying in the savanna grass.,Lion,Large,Rectangle Horizontal,Stationary +An owl perched silently in a tree at night.,Owl,Medium,Rectangle Vertical,Stationary +A goat standing on a rocky hillside.,Goat,Medium,Rectangle Horizontal,Stationary +A dolphin just breaking the ocean surface.,Dolphin,Medium,Rectangle Horizontal,Stationary +A camel resting in a desert landscape.,Camel,Large,Rectangle Horizontal,Stationary +A kangaroo standing in the Australian outback.,Kangaroo,Medium,Rectangle Vertical,Stationary +An eagle sitting atop a mountain cliff.,Eagle,Small,Rectangle Vertical,Stationary +An ancient clock tower in a historic city square.,Clock Tower,Large,Rectangle Vertical,Stationary +A rustic wooden bridge over a tranquil stream.,Wooden Bridge,Medium,Rectangle Horizontal,Stationary +A grand piano in an elegant concert hall.,Grand Piano,Medium,Rectangle Horizontal,Stationary +A vintage car parked in front of a classic diner.,Vintage Car,Medium,Rectangle Horizontal,Stationary +A majestic lighthouse on a rocky coastline.,Lighthouse,Large,Rectangle Vertical,Stationary +A colorful hot air balloon tethered to the ground.,Hot Air Balloon,Large,Rectangle Vertical,Stationary +A medieval castle overlooking a scenic valley.,Castle,Large,Rectangle Horizontal,Stationary +A traditional windmill in a field of tulips.,Windmill,Large,Rectangle Vertical,Stationary +An intricate sculpture in a modern art museum.,Sculpture,Medium,Rectangle Vertical,Stationary +A red British telephone box on a city street.,Telephone Box,Medium,Rectangle Vertical,Stationary +A classic steam train stationed at an old railway platform.,Steam Train,Large,Rectangle Horizontal,Stationary +An old-fashioned street lamp on a foggy night.,Street Lamp,Medium,Rectangle Vertical,Stationary +A snow-covered cabin in a winter landscape.,Cabin,Medium,Rectangle Horizontal,Stationary +A beautifully crafted sundial in a botanical garden.,Sundial,Small,Square,Stationary +An ornate fountain in a public park.,Fountain,Medium,Square,Stationary +A weathered rowboat on a peaceful lakeshore.,Rowboat,Small,Rectangle Horizontal,Stationary +A detailed mural on the side of an urban building.,Mural,Large,Rectangle Horizontal,Stationary +A historical monument in a busy city center.,Monument,Large,Rectangle Vertical,Stationary +A charming gazebo in a lush garden.,Gazebo,Medium,Rectangle Horizontal,Stationary +A striking skyscraper against a city skyline.,Skyscraper,Large,Rectangle Vertical,Stationary +A cheetah sprinting across the savanna.,Cheetah,Medium,Rectangle Horizontal,Left to right +A school of fish swimming in a coral reef.,School of Fish,Medium,Rectangle Horizontal,Zig-zag +A hummingbird darting around a flower garden.,Hummingbird,Small,Square,Zig-zag +A horse galloping through a meadow.,Horse,Large,Rectangle Horizontal,Left to right +A squirrel scampering up a tree trunk.,Squirrel,Small,Rectangle Vertical,Up to down +A flock of geese flying in a V-formation.,Flock of Geese,Large,Rectangle Horizontal,Left to right +A rabbit hopping through a grassy field.,Rabbit,Small,Rectangle Horizontal,Zig-zag +A dolphin leaping out of the ocean waves.,Dolphin,Medium,Rectangle Horizontal,Up to down +A bee buzzing around a blooming sunflower.,Bee,Small,Square,Zig-zag +A butterfly fluttering over a meadow of wildflowers.,Butterfly,Small,Square,Zig-zag +A kangaroo bounding across the Australian outback.,Kangaroo,Medium,Rectangle Horizontal,Left to right +A hawk soaring in the sky above a mountain range.,Hawk,Medium,Rectangle Horizontal,Left to right +A spider spinning a web in the morning light.,Spider,Small,Square,Zig-zag +A snake slithering through a tropical rainforest.,Snake,Medium,Rectangle Horizontal,Zig-zag +A dog running to catch a frisbee in a park.,Dog,Medium,Rectangle Horizontal,Left to right +A cat playfully chasing a ball of yarn.,Cat,Small,Square,Zig-zag +A herd of elephants migrating across the African plains.,Herd of Elephants,Large,Rectangle Horizontal,Left to right +A bat flitting through the night sky.,Bat,Small,Rectangle Horizontal,Zig-zag +A group of penguins waddling on an Antarctic ice sheet.,Group of Penguins,Medium,Rectangle Horizontal,Left to right +A monkey swinging from branch to branch in the jungle.,Monkey,Medium,Rectangle Horizontal,Zig-zag +A woodpecker climbing up a tree trunk.,Woodpecker,Small,Rectangle Vertical,Up to down +A squirrel descending a tree after gathering nuts.,Squirrel,Small,Rectangle Vertical,Up to down +A snake slithering down a rocky hill.,Snake,Medium,Rectangle Vertical,Up to down +A bird diving towards the water to catch fish.,Bird,Small,Rectangle Vertical,Up to down +A monkey climbing up a vine in the rainforest.,Monkey,Medium,Rectangle Vertical,Up to down +A cat jumping down from a high fence.,Cat,Small,Rectangle Vertical,Up to down +An eagle descending from the sky to its nest.,Eagle,Medium,Rectangle Vertical,Up to down +A frog leaping up to catch a fly.,Frog,Small,Rectangle Vertical,Up to down +A spider descending on its web from a branch.,Spider,Small,Rectangle Vertical,Up to down +A mountain goat scaling a steep cliff.,Mountain Goat,Medium,Rectangle Vertical,Up to down +A koala climbing up a eucalyptus tree.,Koala,Small,Rectangle Vertical,Up to down +A bear climbing down a tree after spotting a threat.,Bear,Large,Rectangle Vertical,Up to down +A parrot flying upwards towards the treetops.,Parrot,Small,Rectangle Vertical,Up to down +A squirrel jumping from one tree to another,Squirrel,Small,Rectangle Vertical,Up to down +A bat swooping down from a cave's ceiling.,Bat,Small,Rectangle Vertical,Up to down +A duck diving underwater in search of food.,Duck,Medium,Rectangle Vertical,Up to down +A kangaroo hopping down a gentle slope.,Kangaroo,Medium,Rectangle Vertical,Up to down +A rabbit burrowing downwards into its warren.,Rabbit,Small,Rectangle Vertical,Up to down +A raccoon climbing up a city lamppost.,Raccoon,Medium,Rectangle Vertical,Up to down +An owl swooping down on its prey during the night.,Owl,Medium,Rectangle Vertical,Up to down +A train chugging along a mountainous landscape.,Train,Large,Rectangle Horizontal,Left to right +A hot air balloon drifting across a clear sky.,Hot Air Balloon,Large,Rectangle Vertical,Up to down +A sailboat gliding over the ocean waves.,Sailboat,Medium,Rectangle Horizontal,Left to right +A vintage car cruising down a coastal highway.,Vintage Car,Medium,Rectangle Horizontal,Left to right +A windmill turning its blades in a gentle breeze.,Windmill,Large,Rectangle Vertical,Left to right +A Ferris wheel rotating at a lively carnival.,Ferris Wheel,Large,Rectangle Vertical,Left to right +A satellite orbiting Earth in outer space.,Satellite,Small,Rectangle Horizontal,Left to right +A red double-decker bus moving through London streets.,Double-Decker Bus,Large,Rectangle Vertical,Left to right +A bicycle rider pedaling through a city park.,Bicycle Rider,Medium,Rectangle Horizontal,Left to right +A skateboarder performing tricks at a skate park.,Skateboarder,Small,Rectangle Horizontal,Left to right +A gondola floating down a Venetian canal.,Gondola,Medium,Rectangle Horizontal,Left to right +A jet plane flying high in the sky.,Jet Plane,Large,Rectangle Horizontal,Left to right +A helicopter hovering above a cityscape.,Helicopter,Medium,Rectangle Horizontal,Left to right +A roller coaster looping in an amusement park.,Roller Coaster,Large,Rectangle Horizontal,Left to right +A leaf falling gently from a tree.,Leaf,Small,Rectangle Vertical,Up to down +A mechanical clock's hands ticking forward.,Clock,Medium,Square,Left to right +A streetcar trundling down tracks in a historic district.,Streetcar,Medium,Rectangle Horizontal,Left to right +A rocket launching into space from a launchpad.,Rocket,Large,Rectangle Vertical,Up to down +A paper plane gliding in the air.,Paper Plane,Small,Rectangle Horizontal,Left to right +An escalator carrying people up in a shopping mall.,Escalator,Large,Rectangle Vertical,Up to down \ No newline at end of file diff --git a/data/filtered_prompts.txt b/data/filtered_prompts.txt new file mode 100644 index 0000000000000000000000000000000000000000..943b2b611f0744448d63916ea9151b5ad0661e16 --- /dev/null +++ b/data/filtered_prompts.txt @@ -0,0 +1,125 @@ +A woodpecker climbing up a tree trunk. +A woodpecker climbing up a tree trunk. +A woodpecker climbing up a tree trunk. +A squirrel descending a tree after gathering nuts. +A squirrel descending a tree after gathering nuts. +A squirrel descending a tree after gathering nuts. +A bird diving towards the water to catch fish. +A bird diving towards the water to catch fish. +A bird diving towards the water to catch fish. +A frog leaping up to catch a fly. +A frog leaping up to catch a fly. +A frog leaping up to catch a fly. +A spider descending on its web from a branch. +A spider descending on its web from a branch. +A spider descending on its web from a branch. +A parrot flying upwards towards the treetops. +A parrot flying upwards towards the treetops. +A parrot flying upwards towards the treetops. +A squirrel jumping from one tree to another +A squirrel jumping from one tree to another +A squirrel jumping from one tree to another +A rabbit burrowing downwards into its warren. +A rabbit burrowing downwards into its warren. +A rabbit burrowing downwards into its warren. +A satellite orbiting Earth in outer space. +A satellite orbiting Earth in outer space. +A satellite orbiting Earth in outer space. +A skateboarder performing tricks at a skate park. +A skateboarder performing tricks at a skate park. +A skateboarder performing tricks at a skate park. +A leaf falling gently from a tree. +A leaf falling gently from a tree. +A leaf falling gently from a tree. +A paper plane gliding in the air. +A paper plane gliding in the air. +A bear climbing down a tree after spotting a threat. +A bear climbing down a tree after spotting a threat. +A bear climbing down a tree after spotting a threat. +A duck diving underwater in search of food. +A duck diving underwater in search of food. +A duck diving underwater in search of food. +A kangaroo hopping down a gentle slope. +A kangaroo hopping down a gentle slope. +A kangaroo hopping down a gentle slope. +An owl swooping down on its prey during the night. +An owl swooping down on its prey during the night. +An owl swooping down on its prey during the night. +A hot air balloon drifting across a clear sky. +A hot air balloon drifting across a clear sky. +A hot air balloon drifting across a clear sky. +A sailboat gliding over the ocean waves. +A sailboat gliding over the ocean waves. +A sailboat gliding over the ocean waves. +A vintage car cruising down a coastal highway. +A vintage car cruising down a coastal highway. +A vintage car cruising down a coastal highway. +A red double-decker bus moving through London streets. +A red double-decker bus moving through London streets. +A red double-decker bus moving through London streets. +A jet plane flying high in the sky. +A jet plane flying high in the sky. +A jet plane flying high in the sky. +A helicopter hovering above a cityscape. +A helicopter hovering above a cityscape. +A helicopter hovering above a cityscape. +A roller coaster looping in an amusement park. +A roller coaster looping in an amusement park. +A roller coaster looping in an amusement park. +A streetcar trundling down tracks in a historic district. +A streetcar trundling down tracks in a historic district. +A streetcar trundling down tracks in a historic district. +A rocket launching into space from a launchpad. +A rocket launching into space from a launchpad. +A rocket launching into space from a launchpad. +A deer standing in a snowy field. +A deer standing in a snowy field. +A deer standing in a snowy field. +A horse grazing in a meadow. +A horse grazing in a meadow. +A horse grazing in a meadow. +A fox sitting in a forest clearing. +A fox sitting in a forest clearing. +A fox sitting in a forest clearing. +A swan floating gracefully on a lake. +A swan floating gracefully on a lake. +A swan floating gracefully on a lake. +A panda munching bamboo in a bamboo forest. +A panda munching bamboo in a bamboo forest. +A panda munching bamboo in a bamboo forest. +A penguin standing on an iceberg. +A penguin standing on an iceberg. +A penguin standing on an iceberg. +A lion lying in the savanna grass. +A lion lying in the savanna grass. +A 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-0,0 +1,138 @@ +from pathlib import Path + +import cv2 +import sys +import gradio as gr +import os +import numpy as np +from gradio_utils import * + +from transformers import CLIPTokenizer + +def image_mod(image): + return image.rotate(45) + + +sys.path.insert(1, os.path.join(sys.path[0], '..')) + + +NUM_POINTS = 3 +NUM_FRAMES = 16 +LARGE_BOX_SIZE = 176 + + + +data = {} +tokenizer = CLIPTokenizer.from_pretrained('openai/clip-vit-base-patch32') +def get_token_number(prompt, word): + all_tokens = tokenizer(prompt).input_ids + word_tokens = tokenizer(word).input_ids + print(all_tokens, word_tokens, word) + return all_tokens.index(word_tokens[1]) # Word_tokens start with cls + +def overlay_mask(img, mask): + mask_resized = cv2.resize(mask, (img.shape[1], img.shape[0]), interpolation=cv2.INTER_NEAREST) + + # Create a 3-channel version of the mask + mask_3ch = cv2.cvtColor(mask_resized, cv2.COLOR_GRAY2BGR) + + # Set the opacity level + opacity = 0.25 # Adjust as needed + alpha_channel = np.ones_like(mask_resized) * 255 # Start with a fully opaque alpha channel + + # Set black pixels to be completely transparent + alpha_channel[mask_resized < 5] = 0 + + # Set the opacity level for non-black pixels + opacity = 0.5 # Adjust this value as needed (0.0 to 1.0) + alpha_channel[mask_resized != 0] = int(255 * opacity) + + # Create a 4-channel image (BGR + Alpha) + b, g, r = cv2.split(img) + rgba = [b, g, r, alpha_channel] + result = cv2.merge(rgba, 4) + # Overlay the mask on the image + overlay = cv2.addWeighted(mask_3ch, opacity, img, 1 - opacity, 0) + return overlay + +def fetch_proper_img(prompt, word, frame_num, diffusion_step, layer_num=0): + + + frame_num = frame_num - 1 + if layer_num is None: + layer_num = 0 + else: + layer_num = 100 if layer_num == 3 else layer_num + + video_file_name = f"data/videos/{prompt.replace(' ', '_')}/video/frame_{frame_num:04d}.png" + img = cv2.imread(video_file_name) + + if word is None: + overlaid_image = img + else: + mask_file_name = f'data/final_masks/attention_probs_{prompt}/frame_{frame_num}_layer_{layer_num}_diffusionstep_{diffusion_step}_token_{get_token_number(prompt, word)}.png' + mask = cv2.imread(mask_file_name, cv2.IMREAD_GRAYSCALE) + overlaid_image = overlay_mask(img, mask) + print(mask_file_name) + + return img, overlaid_image + + +def fetch_proper_img_and_change_prompt(prompt, word, frame_num, diffusion_step, layer_num=0): + radio = change_text_prompt(prompt) + video_1, video_2 = fetch_proper_img(prompt, word, frame_num, diffusion_step, layer_num) + return [video_1, video_2, radio] + +css = """ +.word-btn { + width: fit-content; + padding: 3px; +} +.word-btns-container { + flex-direction: row; +} +""" + +registry = { + 'spider': 'mask_1', + 'descending': 'mask_2', +} + +data_path = Path( + 'data' +) + + +available_prompts = ['a dog and a cat sitting','A fish swimming in the water', 'A spider descending from its web', 'An astronaut riding a horse'] + +with gr.Blocks(css=css) as demo: + # gr.Markdown(""" + # # Peekaboo Demo + # """) + with gr.Row(): + video_1 = gr.Image(label="Image", ) + # video_1 = gr.Image(label="Image", width=256, height=256) + video_2 = gr.Image(label="Image with Attention Mask", ) + # video_2 = gr.Image(label="Image with Attention Mask", width=256, height=256) + + + def change_text_prompt(text): + return gr.Radio(text.strip().split(' '), value=None, label='Choose a word to visualize its attention mask.') + + text = 'A dog in a park' + with gr.Group("Video Selection"): + txt_1 = gr.Dropdown(choices=available_prompts, label="Video Prompt", value=available_prompts[0]) + submit_btn = gr.Button('Get words') + with gr.Group('Word Selection'): + radio = gr.Radio(text.split(' '), value=None, label='Choose a word to visualize its attention mask.') + range_slider = gr.Slider(1, 16, 1, step=1, label='Frame of the generated video to visualize the attention mask.') + diffusion_slider = gr.Slider(0, 35, 0, step=5, label='Index of diffusion steps.') + layer_num_slider = gr.Slider(0, 6, 0, step=1, label='Layer number for attention mask.') + radio.change(fetch_proper_img, inputs=[txt_1, radio, range_slider, diffusion_slider, layer_num_slider], outputs=[video_1, video_2]) + range_slider.change(fetch_proper_img, inputs=[txt_1, radio, range_slider, diffusion_slider, layer_num_slider], outputs=[video_1, video_2]) + diffusion_slider.change(fetch_proper_img, inputs=[txt_1, radio, range_slider, diffusion_slider, layer_num_slider], outputs=[video_1, video_2]) + layer_num_slider.change(fetch_proper_img, inputs=[txt_1, radio, range_slider, diffusion_slider, layer_num_slider], outputs=[video_1, video_2]) + submit_btn.click(change_text_prompt, inputs=[txt_1], outputs=[radio]) + +if __name__ == "__main__": + demo.launch(server_name='0.0.0.0') diff --git a/src/gradio_utils.py b/src/gradio_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..09c458633e868c581bead6650f056382c3cb0508 --- /dev/null +++ b/src/gradio_utils.py @@ -0,0 +1,56 @@ +import cv2 +from moviepy.editor import * + +def get_frames(video_in): + frames = [] + #resize the video + clip = VideoFileClip(video_in) + + #check fps + if clip.fps > 30: + print("vide rate is over 30, resetting to 30") + clip_resized = clip.resize(height=512) + clip_resized.write_videofile("video_resized.mp4", fps=30) + else: + print("video rate is OK") + clip_resized = clip.resize(height=512) + clip_resized.write_videofile("video_resized.mp4", fps=clip.fps) + + print("video resized to 512 height") + + # Opens the Video file with CV2 + cap= cv2.VideoCapture("video_resized.mp4") + + fps = cap.get(cv2.CAP_PROP_FPS) + print("video fps: " + str(fps)) + i=0 + while(cap.isOpened()): + ret, frame = cap.read() + if ret == False: + break + cv2.imwrite('kang'+str(i)+'.jpg',frame) + frames.append('kang'+str(i)+'.jpg') + i+=1 + + cap.release() + cv2.destroyAllWindows() + print("broke the video into frames") + + return frames, fps + + +def convert(gif): + if gif != None: + clip = VideoFileClip(gif.name) + clip.write_videofile("my_gif_video.mp4") + return "my_gif_video.mp4" + else: + pass + + +def create_video(frames, fps, type): + print("building video result") + clip = ImageSequenceClip(frames, fps=fps) + clip.write_videofile(type + "_result.mp4", fps=fps) + + return type + "_result.mp4" \ No newline at end of file